{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.01580429,0.001620099,0.001315825,0.003484656,0.005387495,0.01627081,0.003232292,0.01507742,0.3294741],"category_scores_gemma":[0.03158189,0.001087288,0.001037877,0.002084187,0.001435575,0.004043259,0.004625295,0.006459149,0.2529548],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004608535,"about_ca_system_score_gemma":0.02420296,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006345455,"about_ca_topic_score_gemma":0.01121017,"domain_scores_codex":[0.9836419,0.001728881,0.001072779,0.001164053,0.009902118,0.002490358],"domain_scores_gemma":[0.935451,0.006227344,0.00293889,0.004124872,0.03419101,0.01706693],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003121962,0.0001032724,0.0006450264,0.00007376078,0.000005350801,0.00008445673,0.00003633347,0.00003287681,0.0002155052,0.001254068,0.9732415,0.0242766],"study_design_scores_gemma":[0.00003943915,0.00005892466,0.004092978,0.0001702793,0.000007476883,0.00006482646,0.0002343697,0.0001687087,0.0002501425,0.0007050929,0.9941931,0.00001460883],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.007030684,0.003826893,0.002079617,0.2494642,0.2829912,0.002184561,0.002393591,0.002175994,0.4478532],"genre_scores_gemma":[0.005338568,0.0007025329,0.0004447623,0.02484358,0.01532828,0.0003385098,0.0006320689,0.0002473136,0.9521244],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6705259,"threshold_uncertainty_score":0.9564239,"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."}}