{"id":"W7116796265","doi":"10.33137/jns.v4i1.46545","title":"Issue 4 Executive Team and Faculty","year":2025,"lang":"","type":"article","venue":"UTSC s Journal of Natural Sciences","topic":"Evaluation of Teaching Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"The Scarborough Hospital; University of Toronto","funders":"","keywords":"","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":["sts"],"category_scores_codex":[0.01183908,0.0002522355,0.0004857975,0.0005588556,0.002396388,0.0009284386,0.001321477,0.000182078,0.0002938054],"category_scores_gemma":[0.007617061,0.0001838645,0.0001931946,0.001821262,0.002905219,0.003278842,0.0002276632,0.001086636,0.00002649851],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002087483,"about_ca_system_score_gemma":0.001486709,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006666488,"about_ca_topic_score_gemma":0.0001994172,"domain_scores_codex":[0.9949147,0.001259981,0.0008946544,0.0004032996,0.00200905,0.0005182791],"domain_scores_gemma":[0.9953865,0.001796415,0.001651125,0.0001182474,0.000821081,0.0002266024],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004888209,0.000716367,0.05396373,0.0001602858,0.0008132809,0.00005648067,0.1231682,0.0004327435,0.002808077,0.1085594,0.2727522,0.4360804],"study_design_scores_gemma":[0.001275998,0.0009369731,0.0391313,0.000980158,0.0004459105,0.00008751437,0.09506889,0.001437103,0.0008765062,0.01671001,0.8424844,0.0005652629],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6126972,0.04399313,0.0001133012,0.1778728,0.01446087,0.0004843049,0.00001163088,0.00003376144,0.150333],"genre_scores_gemma":[0.979197,0.002333177,0.00309874,0.001001711,0.0005803756,8.096726e-7,3.484574e-7,0.000004273718,0.01378356],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5697322,"threshold_uncertainty_score":0.9998083,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08096331650605887,"score_gpt":0.4712064025656004,"score_spread":0.3902430860595415,"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."}}