{"id":"W4213207784","doi":"10.4018/978-1-6684-3877-0.ch077","title":"LEAD Testimonials","year":2022,"lang":"en","type":"book-chapter","venue":"IGI Global eBooks","topic":"Educator Training and Historical Pedagogy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Windsor; Graduation (instrument); Empathy; Pedagogy; Psychology; Medical education; Mathematics education; Medicine; Engineering; Social psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001222406,0.0006098932,0.0002920152,0.001175606,0.0055173,0.002389245,0.0008694014,0.002021747,0.04445382],"category_scores_gemma":[0.008122819,0.0003122875,0.0002994142,0.0008404172,0.001019859,0.001509743,0.002666684,0.004176336,0.01575377],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001774747,"about_ca_system_score_gemma":0.001568148,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002039037,"about_ca_topic_score_gemma":0.008506818,"domain_scores_codex":[0.9985415,0.0005695724,0.00006168437,0.0001499923,0.0005721732,0.0001051502],"domain_scores_gemma":[0.9973739,0.001441503,0.0001032494,0.0002413579,0.0005485451,0.0002914402],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005612783,0.00004733867,0.0002426681,0.000448063,0.000007150588,0.001475826,0.01801056,0.0001138236,0.003851192,0.03679875,0.8519906,0.08695789],"study_design_scores_gemma":[0.000001891024,0.00001398592,0.0001258717,0.0001322844,0.00000178968,0.0004477342,0.003484618,0.00004472746,0.0009050093,0.001066978,0.9937703,0.000004855798],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01778962,0.00595213,0.01259616,0.0159633,0.02052305,0.0006691406,0.001733172,0.0004927755,0.9242807],"genre_scores_gemma":[0.06848927,0.004299799,0.006519163,0.007252369,0.001695132,0.000342471,0.0005924992,0.000315472,0.9104937],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04445382,"threshold_uncertainty_score":0.1487129,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1173136953146917,"score_gpt":0.3675012486126952,"score_spread":0.2501875532980035,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}