{"id":"W4384302048","doi":"10.36834/cmej.77279","title":"Celebrating synergy","year":2023,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Chaos, Complexity, and Education","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.004172001,0.001222431,0.0005229842,0.002050301,0.008405455,0.01179089,0.001159902,0.003320958,0.05250003],"category_scores_gemma":[0.008116966,0.0004574001,0.0009170137,0.0009037163,0.007344516,0.008227596,0.02023185,0.007256613,0.01107206],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003275154,"about_ca_system_score_gemma":0.002630139,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002217261,"about_ca_topic_score_gemma":0.007246051,"domain_scores_codex":[0.9965782,0.0009573583,0.00008068149,0.0004794119,0.001276811,0.0006276704],"domain_scores_gemma":[0.9932976,0.00146689,0.0003151269,0.0009694336,0.000861144,0.003089767],"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":[0.0001920041,0.00007081619,0.001250518,0.0002794433,0.00006108033,0.0005386284,0.01752561,0.0004158631,0.002285063,0.2239144,0.6366281,0.1168385],"study_design_scores_gemma":[0.00001312304,0.00003621155,0.0005744167,0.0001707615,0.00001341901,0.0003755734,0.002596953,0.0001897313,0.0005586276,0.02036003,0.975088,0.00002318061],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.03093749,0.01484969,0.02497885,0.1357412,0.03538989,0.0001044789,0.0005546641,0.00196492,0.7554789],"genre_scores_gemma":[0.3984758,0.008578621,0.01985918,0.03008895,0.01710045,0.000196755,0.0006230907,0.001497338,0.5235798],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.05250003,"threshold_uncertainty_score":0.1756301,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02222139493953416,"score_gpt":0.2885318050383637,"score_spread":0.2663104100988296,"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."}}