{"id":"W4401357272","doi":"10.36834/cmej.79712","title":"From pages to practice","year":2024,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Medical Research and Practices","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Computer science; Information retrieval; Data 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002452844,0.0007059923,0.000680652,0.003408265,0.004547802,0.01701166,0.001473253,0.003068003,0.4550539],"category_scores_gemma":[0.0203475,0.0004678865,0.0005738499,0.003351575,0.002852316,0.009672162,0.00673481,0.004574142,0.3179317],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00401048,"about_ca_system_score_gemma":0.0145763,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01385483,"about_ca_topic_score_gemma":0.03130623,"domain_scores_codex":[0.9947978,0.0008195114,0.000258346,0.0003908291,0.003028752,0.0007047612],"domain_scores_gemma":[0.9861608,0.001165665,0.0004232879,0.001132026,0.005938052,0.005180185],"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":[0.000008050776,0.00001364546,0.0001669384,0.00006756169,0.000001465244,0.00004125503,0.0002376569,0.00001147446,0.00006676031,0.01076958,0.9191056,0.06950998],"study_design_scores_gemma":[0.000002684262,0.000005407098,0.0001269481,0.0001023926,0.00000110894,0.00006493821,0.0002650996,0.000009240126,0.00002233015,0.002796678,0.9965995,0.000003660706],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0008736515,0.006179218,0.001924272,0.07440969,0.03024069,0.0001160525,0.0008538766,0.001071127,0.8843315],"genre_scores_gemma":[0.009713154,0.004749691,0.00201754,0.02006566,0.006356003,0.00008954365,0.0006453891,0.0006978543,0.9556651],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4550539,"threshold_uncertainty_score":0.7772994,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09239046797497939,"score_gpt":0.5666818830533412,"score_spread":0.4742914150783618,"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."}}