{"id":"W4313815546","doi":"10.1503/cmaj.221421","title":"Sometimes, often","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":"Queen's University","funders":"","keywords":"Commit; Need to know; Computer science; Internet privacy; World Wide Web; Computer security; Database","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":["metaresearch","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.005946924,0.00004501659,0.00007440797,0.0002124291,0.0009106947,0.0001824466,0.0002450986,0.0002402871,0.01389289],"category_scores_gemma":[0.009724298,0.00004533052,0.00005077743,0.0006484024,0.00005376383,0.0002746446,0.000005148016,0.0005446275,0.003321452],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006585813,"about_ca_system_score_gemma":0.008523909,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01761691,"about_ca_topic_score_gemma":0.143974,"domain_scores_codex":[0.9973407,0.0004181949,0.000173961,0.00007786796,0.001532434,0.0004568648],"domain_scores_gemma":[0.9973081,0.0007985812,0.0001183176,0.00004075668,0.0002637337,0.001470542],"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":[7.878233e-7,0.000006568498,0.02739153,0.00000113876,0.00003037984,0.00006403871,0.006036269,9.933933e-7,4.705438e-7,0.01272748,0.9310083,0.022732],"study_design_scores_gemma":[0.00008168867,0.000004706445,0.01404818,0.000008724815,0.000005338091,0.000008472574,0.01181014,0.000008453811,3.89986e-7,0.002034261,0.9719326,0.00005698813],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.0205185,0.0001447055,0.000004147834,0.8103345,0.002354638,0.00004959324,0.000007404139,0.00005229752,0.1665342],"genre_scores_gemma":[0.8079172,0.001661948,0.0001697977,0.08369801,0.01844242,0.00001347638,0.00002977187,0.00002637792,0.08804104],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.7873986,"threshold_uncertainty_score":0.9986172,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03448550429084282,"score_gpt":0.3415140893772902,"score_spread":0.3070285850864474,"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."}}