{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.003030978,0.00008431133,0.0002625854,0.00005627655,0.0009048998,0.000007948276,0.0002155295,0.0006507703,0.01981576],"category_scores_gemma":[0.01182762,0.00007276855,0.00006596451,0.0001874098,0.00001881649,0.00006207296,0.00001924655,0.002446966,0.005124199],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001044958,"about_ca_system_score_gemma":0.006627497,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.007406873,"about_ca_topic_score_gemma":0.0453755,"domain_scores_codex":[0.9965928,0.001007968,0.0006737129,0.0001299058,0.0006134216,0.0009822345],"domain_scores_gemma":[0.9926561,0.0005784907,0.0002811184,0.00005730084,0.0002914539,0.006135549],"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":[0.000007547369,0.000002135783,0.2472727,0.00001324829,0.000012643,0.0000905799,0.0004166994,8.619842e-7,3.512017e-7,0.0008300437,0.7473018,0.004051399],"study_design_scores_gemma":[0.000708917,0.00004018399,0.06638275,0.00003297473,0.000005584234,0.00002250479,0.0007379524,0.0002598014,9.220874e-8,0.0003902607,0.9313538,0.00006516263],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.07845422,0.0002741024,0.0002069953,0.8487087,0.003115801,0.0002127161,0.00003488311,0.0000498644,0.06894269],"genre_scores_gemma":[0.3721054,0.0002189599,0.0001275822,0.6194227,0.007282135,0.000009170471,0.00001049761,0.00001265733,0.0008109229],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2936512,"threshold_uncertainty_score":0.9998544,"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."}}