{"id":"W4249815040","doi":"10.1503/cmaj.202441","title":"Irfan Mandozai","year":2020,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health and Epidemiology","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Courtesy; Medicine; Gerontology; Psychology; Political science; Law","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":["insufficient_payload"],"category_scores_codex":[0.0004798927,0.0006123325,0.0003200681,0.0006252818,0.002204197,0.00167023,0.0006431447,0.00110078,0.5369881],"category_scores_gemma":[0.001562111,0.000218111,0.0002539026,0.0002590328,0.0003600976,0.001518178,0.001536562,0.001836064,0.3307129],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008504283,"about_ca_system_score_gemma":0.001360929,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006332618,"about_ca_topic_score_gemma":0.01407921,"domain_scores_codex":[0.9997573,0.0000302954,0.000006851086,0.00005875106,0.00009469031,0.00005201026],"domain_scores_gemma":[0.9994934,0.00003073825,0.00001413712,0.00002250663,0.0002302251,0.0002090072],"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":[0.00001260162,0.000009692491,0.000158591,0.00003131488,8.481377e-7,0.000098693,0.00005492616,0.00001013154,0.00007414378,0.0012173,0.9498975,0.04843414],"study_design_scores_gemma":[0.000001960623,0.000003958846,0.0002349864,0.00004493151,9.999816e-7,0.0003087257,0.0001431688,0.00001403794,0.0000532516,0.0002248097,0.9989659,0.000003397052],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002133427,0.008505831,0.002413764,0.05562729,0.0200654,0.00008751044,0.001022999,0.00186803,0.9082758],"genre_scores_gemma":[0.008059727,0.004261855,0.001153862,0.00990905,0.00114875,0.00005310868,0.0004157693,0.0004480107,0.9745498],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4630119,"threshold_uncertainty_score":0.6604303,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05644032267742453,"score_gpt":0.4110575981321474,"score_spread":0.3546172754547229,"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."}}