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<?php
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// This file is part of Moodle - http://moodle.org/
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//
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// Moodle is free software: you can redistribute it and/or modify
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// it under the terms of the GNU General Public License as published by
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// the Free Software Foundation, either version 3 of the License, or
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// (at your option) any later version.
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//
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// Moodle is distributed in the hope that it will be useful,
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// but WITHOUT ANY WARRANTY; without even the implied warranty of
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// MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
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// GNU General Public License for more details.
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//
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// You should have received a copy of the GNU General Public License
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// along with Moodle. If not, see <http://www.gnu.org/licenses/>.
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/**
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* Question behaviour type for deferred feedback with CBM behaviour.
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*
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* @package qbehaviour_deferredcbm
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* @copyright 2012 The Open University
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* @license http://www.gnu.org/copyleft/gpl.html GNU GPL v3 or later
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*/
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defined('MOODLE_INTERNAL') || die();
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require_once(__DIR__ . '/../deferredfeedback/behaviourtype.php');
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/**
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* Question behaviour type information for deferred feedback with CBM behaviour.
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*
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* @copyright 2012 The Open University
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* @license http://www.gnu.org/copyleft/gpl.html GNU GPL v3 or later
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*/
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class qbehaviour_deferredcbm_type extends qbehaviour_deferredfeedback_type {
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public function adjust_random_guess_score($fraction) {
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return question_cbm::adjust_fraction($fraction, question_cbm::default_certainty());
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}
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public function summarise_usage(question_usage_by_activity $quba, question_display_options $options) {
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global $OUTPUT;
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$summarydata = parent::summarise_usage($quba, $options);
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if ($options->marks < question_display_options::MARK_AND_MAX) {
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return $summarydata;
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}
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// Prepare accumulators to hold the data we are about to collect.
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$notansweredcount = 0;
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$notansweredweight = 0;
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$attemptcount = array(
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question_cbm::HIGH => 0,
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question_cbm::MED => 0,
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question_cbm::LOW => 0,
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);
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$totalweight = array(
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question_cbm::HIGH => 0,
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question_cbm::MED => 0,
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question_cbm::LOW => 0,
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);
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$totalrawscore = array(
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question_cbm::HIGH => 0,
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question_cbm::MED => 0,
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question_cbm::LOW => 0,
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);
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$totalcbmscore = array(
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question_cbm::HIGH => 0,
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question_cbm::MED => 0,
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question_cbm::LOW => 0,
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);
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// Loop through the data, and add it to the accumulators.
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foreach ($quba->get_attempt_iterator() as $qa) {
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if (strpos($qa->get_behaviour_name(), 'cbm') === false || $qa->get_max_mark() < 0.0000005) {
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continue;
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}
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$gradedstep = $qa->get_last_step_with_behaviour_var('_rawfraction');
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if (!$gradedstep->has_behaviour_var('_rawfraction')) {
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$notansweredcount += 1;
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$notansweredweight += $qa->get_max_mark();
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continue;
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}
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$certainty = $qa->get_last_behaviour_var('certainty');
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if (is_null($certainty) || $certainty == -1) {
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// Certainty -1 has never been used in standard Moodle, but is
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// used in Tony-Gardiner Medwin's patches to mean 'No idea' which
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// we intend to implement: MDL-42077. In the mean time, avoid
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// errors for people who have used TGM's patches.
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$certainty = question_cbm::default_certainty();
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}
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$attemptcount[$certainty] += 1;
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$totalweight[$certainty] += $qa->get_max_mark();
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$totalrawscore[$certainty] += $qa->get_max_mark() * $gradedstep->get_behaviour_var('_rawfraction');
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$totalcbmscore[$certainty] += $qa->get_mark();
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}
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// Hence compute some statistics.
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$totalquestions = $notansweredcount + array_sum($attemptcount);
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$grandtotalweight = $notansweredweight + array_sum($totalweight);
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$accuracy = array_sum($totalrawscore) / $grandtotalweight;
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$averagecbm = array_sum($totalcbmscore) / $grandtotalweight;
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$cbmbonus = $this->calculate_bonus($averagecbm, $accuracy);
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$accuracyandbonus = $accuracy + $cbmbonus;
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// Add a note to explain the max mark.
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$summarydata['qbehaviour_cbm_grade_explanation'] = array(
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'title' => '',
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'content' => html_writer::tag('i', get_string('cbmgradeexplanation', 'qbehaviour_deferredcbm')) .
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$OUTPUT->help_icon('cbmgrades', 'qbehaviour_deferredcbm'),
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);
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// Now we can start generating some of the summary: overall values.
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$summarydata['qbehaviour_cbm_entire_quiz_heading'] = array(
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'title' => '',
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'content' => html_writer::tag('h3',
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get_string('forentirequiz', 'qbehaviour_deferredcbm', $totalquestions),
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array('class' => 'qbehaviour_deferredcbm_summary_heading')),
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);
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$summarydata['qbehaviour_cbm_entire_quiz_cbm_average'] = array(
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'title' => get_string('averagecbmmark', 'qbehaviour_deferredcbm'),
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'content' => format_float($averagecbm, $options->markdp),
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);
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$summarydata['qbehaviour_cbm_entire_quiz_accuracy'] = array(
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'title' => get_string('accuracy', 'qbehaviour_deferredcbm'),
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'content' => $this->format_probability($accuracy, 1),
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);
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$summarydata['qbehaviour_cbm_entire_quiz_cbm_bonus'] = array(
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'title' => get_string('cbmbonus', 'qbehaviour_deferredcbm'),
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'content' => $this->format_probability($cbmbonus, 1),
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);
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$summarydata['qbehaviour_cbm_entire_quiz_accuracy_and_bonus'] = array(
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'title' => get_string('accuracyandbonus', 'qbehaviour_deferredcbm'),
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'content' => $this->format_probability($accuracyandbonus, 1),
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);
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if ($notansweredcount && array_sum($attemptcount) > 0) {
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$totalquestions = array_sum($attemptcount);
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$grandtotalweight = array_sum($totalweight);
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$accuracy = array_sum($totalrawscore) / $grandtotalweight;
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$averagecbm = array_sum($totalcbmscore) / $grandtotalweight;
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$cbmbonus = $this->calculate_bonus($averagecbm, $accuracy);
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$accuracyandbonus = $accuracy + $cbmbonus;
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$summarydata['qbehaviour_cbm_answered_quiz_heading'] = array(
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'title' => '',
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'content' => html_writer::tag('h3',
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get_string('foransweredquestions', 'qbehaviour_deferredcbm', $totalquestions),
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array('class' => 'qbehaviour_deferredcbm_summary_heading')),
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);
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$summarydata['qbehaviour_cbm_answered_quiz_cbm_average'] = array(
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'title' => get_string('averagecbmmark', 'qbehaviour_deferredcbm'),
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'content' => format_float($averagecbm, $options->markdp),
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);
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$summarydata['qbehaviour_cbm_answered_quiz_accuracy'] = array(
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'title' => get_string('accuracy', 'qbehaviour_deferredcbm'),
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'content' => $this->format_probability($accuracy, 1),
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);
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$summarydata['qbehaviour_cbm_answered_quiz_cbm_bonus'] = array(
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'title' => get_string('cbmbonus', 'qbehaviour_deferredcbm'),
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'content' => $this->format_probability($cbmbonus, 1),
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);
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$summarydata['qbehaviour_cbm_answered_quiz_accuracy_and_bonus'] = array(
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'title' => get_string('accuracyandbonus', 'qbehaviour_deferredcbm'),
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'content' => $this->format_probability($accuracyandbonus, 1),
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);
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}
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// Now per-certainty level values.
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$summarydata['qbehaviour_cbm_judgement_heading'] = array(
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'title' => '',
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'content' => html_writer::tag('h3', get_string('breakdownbycertainty', 'qbehaviour_deferredcbm'),
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array('class' => 'qbehaviour_deferredcbm_summary_heading')),
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);
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foreach ($attemptcount as $certainty => $count) {
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$key = 'qbehaviour_cbm_judgement' . $certainty;
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$title = question_cbm::get_short_string($certainty);
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if ($count == 0) {
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$summarydata[$key] = array(
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'title' => $title,
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'content' => get_string('noquestions', 'qbehaviour_deferredcbm'),
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);
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continue;
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}
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$lowerlimit = question_cbm::optimal_probablility_low($certainty);
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$upperlimit = question_cbm::optimal_probablility_high($certainty);
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$fraction = $totalrawscore[$certainty] / $totalweight[$certainty];
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$a = new stdClass();
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$a->responses = $count;
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$a->idealrangelow = $this->format_probability($lowerlimit);
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$a->idealrangehigh = $this->format_probability($upperlimit);
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$a->fraction = html_writer::tag('span', $this->format_probability($fraction),
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array('class' => 'qbehaviour_deferredcbm_actual_percentage'));
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if ($fraction < $lowerlimit - 0.0000005) {
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if ((pow($fraction - $lowerlimit, 2) * $count) > 0.5) { // Rough indicator of significance: t > 1.5 or 1.8.
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$judgement = 'overconfident';
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} else {
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$judgement = 'slightlyoverconfident';
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}
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} else if ($fraction > $upperlimit + 0.0000005) {
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if ((pow($fraction - $upperlimit, 2) * $count) > 0.5) {
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$judgement = 'underconfident';
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} else {
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$judgement = 'slightlyunderconfident';
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}
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} else {
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$judgement = 'judgementok';
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}
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$a->judgement = html_writer::tag('span', get_string($judgement, 'qbehaviour_deferredcbm'),
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array('class' => 'qbehaviour_deferredcbm_' . $judgement));
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$summarydata[$key] = array(
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'title' => $title,
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'content' => get_string('judgementsummary', 'qbehaviour_deferredcbm', $a),
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);
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}
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return $summarydata;
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}
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protected function format_probability($probability, $dp = 0) {
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return format_float($probability * 100, $dp) . '%';
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}
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public function calculate_bonus($total, $accuracy) {
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$expectedforaccuracy = max(
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$accuracy * question_cbm::adjust_fraction(1, question_cbm::LOW) +
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(1 - $accuracy) * question_cbm::adjust_fraction(0, question_cbm::LOW),
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$accuracy * question_cbm::adjust_fraction(1, question_cbm::MED) +
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(1 - $accuracy) * question_cbm::adjust_fraction(0, question_cbm::MED),
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$accuracy * question_cbm::adjust_fraction(1, question_cbm::HIGH) +
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(1 - $accuracy) * question_cbm::adjust_fraction(0, question_cbm::HIGH)
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);
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// The constant 0.1 here is determinted empirically from looking at lots
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// for CBM quiz results. See www.ucl.ac.uk/~ucgbarg/tea/IUPS_2013a.pdf.
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// It approximately maximises the reliability of accuracy + bonus.
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return 0.1 * ($total - $expectedforaccuracy);
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}
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}
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