{"id":"W4224993506","doi":"10.1002/yd.20493","title":"Case Study #7: University of Toronto","year":2022,"lang":"en","type":"article","venue":"New Directions for Student Leadership","topic":"Career Development and Diversity","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medical education; Sociology; Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006546857,0.0006481928,0.0002973736,0.001155605,0.01653888,0.002645355,0.00193381,0.003674092,0.01578508],"category_scores_gemma":[0.003948335,0.0003777223,0.0004158361,0.002617411,0.00284311,0.00120922,0.002145397,0.002466125,0.001545872],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02099845,"about_ca_system_score_gemma":0.01928045,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.7628093,"about_ca_topic_score_gemma":0.9025789,"domain_scores_codex":[0.9981654,0.0003826227,0.0000755408,0.0001750836,0.000473541,0.0007276895],"domain_scores_gemma":[0.9971059,0.0006415718,0.0002312484,0.0001098449,0.0006236049,0.001287967],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000473037,0.0004129871,0.0464768,0.001219592,0.00007917385,0.2584772,0.4616819,0.003655852,0.004637333,0.03094725,0.1315252,0.06041368],"study_design_scores_gemma":[0.00004306535,0.0002383232,0.0462008,0.000760928,0.00006191932,0.031722,0.5244201,0.001384808,0.002642171,0.001577517,0.390836,0.0001122479],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7861738,0.00215836,0.003751305,0.01655089,0.0005938548,0.0004939024,0.001869648,0.0002085961,0.1881995],"genre_scores_gemma":[0.9324548,0.001123904,0.00173865,0.0009955007,0.00006067724,0.00008268704,0.0002868062,0.00005074069,0.06320614],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7628093,"threshold_uncertainty_score":0.4771751,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.150973742147837,"score_gpt":0.3332400279589852,"score_spread":0.1822662858111481,"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."}}