{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.005686705,0.00005011747,0.00007777924,0.0001788517,0.0009940048,0.000600595,0.0002561283,0.0002656599,0.01236144],"category_scores_gemma":[0.005928163,0.00005086585,0.00005510397,0.00057616,0.00006139207,0.0008802373,0.000005277527,0.000603442,0.004110492],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007463187,"about_ca_system_score_gemma":0.007685605,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.007206038,"about_ca_topic_score_gemma":0.3614007,"domain_scores_codex":[0.9972075,0.0004245823,0.0001881147,0.00008676952,0.001609834,0.0004832299],"domain_scores_gemma":[0.9971076,0.0008415359,0.0001338283,0.00004471834,0.0003123442,0.001560021],"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":[9.445903e-7,0.000007661374,0.03223377,0.000001822234,0.0000322664,0.00008123495,0.01358074,0.000001443931,4.742327e-7,0.008284113,0.9132325,0.03254303],"study_design_scores_gemma":[0.00008027043,0.00000429303,0.0215825,0.00002812711,0.000005005014,0.000008518399,0.03795288,0.000008942414,4.08712e-7,0.001414354,0.9388536,0.00006115795],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.04522766,0.0004174999,0.000003478141,0.8714314,0.00861072,0.00006026257,0.000004467746,0.00005075885,0.07419372],"genre_scores_gemma":[0.7636449,0.0191767,0.00008981014,0.09174988,0.02752761,0.00001867971,0.00003519813,0.00003313167,0.09772412],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.7796816,"threshold_uncertainty_score":0.9994051,"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."}}