{"id":"W4366828540","doi":"10.1503/cmaj.221651","title":"What about now?","year":2023,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Educational Leadership and Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Choir; Computer science; Class (philosophy); Performance practice; Visual arts; Art; Artificial intelligence","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":[0.0006477213,0.0005511584,0.000496486,0.0005611676,0.002814772,0.002767439,0.0007625747,0.003085964,0.5521154],"category_scores_gemma":[0.003517338,0.0002608593,0.000520553,0.0003079382,0.0004371491,0.001718334,0.001995298,0.0039135,0.2697018],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001293825,"about_ca_system_score_gemma":0.001575874,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01258245,"about_ca_topic_score_gemma":0.05516191,"domain_scores_codex":[0.9995721,0.00005637535,0.00001751272,0.00006743257,0.0001415658,0.0001450095],"domain_scores_gemma":[0.9984989,0.0000606671,0.00004645784,0.00002623957,0.0004849433,0.000882779],"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":[0.00003872102,0.00002419393,0.0005362146,0.0000348186,0.000002892845,0.0002300214,0.00007305991,0.00001095433,0.0000512709,0.0004664442,0.9750167,0.02351472],"study_design_scores_gemma":[0.000009427888,0.00002423231,0.00169265,0.0001648444,0.000002278114,0.0001252712,0.0003712231,0.00001159751,0.00003103592,0.0002533355,0.9973067,0.00000738451],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003151764,0.01085981,0.0004897321,0.1852262,0.08901632,0.0002902983,0.006563415,0.00101342,0.703389],"genre_scores_gemma":[0.005394759,0.002493674,0.0001454192,0.0305645,0.002722567,0.00005724936,0.001384122,0.0001364884,0.9571012],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4478846,"threshold_uncertainty_score":0.6388531,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03895265743444851,"score_gpt":0.3548162164461753,"score_spread":0.3158635590117268,"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."}}