{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.003804405,0.00008218058,0.0001132574,0.0003175434,0.0006152342,0.0001324214,0.0003281506,0.0002310822,0.3300784],"category_scores_gemma":[0.2737498,0.00006331055,0.0000366148,0.0003716015,0.00004728704,0.000400626,0.00002692313,0.003024847,0.01003935],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005330886,"about_ca_system_score_gemma":0.1833613,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.05373517,"about_ca_topic_score_gemma":0.04837152,"domain_scores_codex":[0.9967617,0.0009751208,0.0003793554,0.0001866454,0.001102491,0.00059467],"domain_scores_gemma":[0.9698067,0.003738654,0.0000614223,0.0001723416,0.0004245432,0.0257963],"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":[0.00000917099,0.0000137829,0.0000418314,0.00001914841,0.00001998341,0.0001833509,0.002575231,4.622717e-8,0.000002780614,0.001005245,0.7059099,0.2902195],"study_design_scores_gemma":[0.00008528616,0.00003400724,0.0002956411,0.000706456,0.0000150389,0.00008304198,0.0103551,0.00005337202,7.862512e-7,0.001743007,0.9865593,0.00006895878],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.002107251,0.005336497,0.0005922873,0.8753598,0.0133434,0.0002162228,0.00001734977,0.00003157063,0.1029956],"genre_scores_gemma":[0.06883967,0.005405243,0.005646675,0.8367696,0.03868977,0.0001758119,0.00006397176,0.00006165564,0.04434761],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.3200391,"threshold_uncertainty_score":0.9992752,"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."}}