{"id":"W4220693353","doi":"10.1200/go.21.00407","title":"Cancer Burden Among Arab World Males in 2020: The Need for a Better Approach to Improve Outcome","year":2022,"lang":"en","type":"article","venue":"JCO Global Oncology","topic":"Male Breast Health Studies","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; McMaster University","funders":"","keywords":"Cancer; Outcome (game theory); Disease; Burden of disease; MEDLINE; Population; Public health","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005818245,0.0001842839,0.0006179041,0.00008849338,0.0001889647,0.000007419924,0.0002441434,0.00007474449,0.0001763854],"category_scores_gemma":[0.0001300901,0.0001330742,0.0001114124,0.0005969616,0.0001106998,0.00002435607,0.0003853594,0.00038362,0.0000143832],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001862451,"about_ca_system_score_gemma":0.0003245439,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003796947,"about_ca_topic_score_gemma":0.00554236,"domain_scores_codex":[0.9981055,0.0001396507,0.0004895803,0.0004131187,0.000248165,0.0006039775],"domain_scores_gemma":[0.9991555,0.0001880132,0.000144632,0.0002939123,0.00006922901,0.0001487015],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001627736,0.0003250574,0.8898392,0.0002195517,0.0001377485,0.00006735648,0.001008728,0.0003798233,0.00003980975,0.001168753,0.07405038,0.03113583],"study_design_scores_gemma":[0.00260763,0.0005757734,0.6775764,0.00001219383,0.00009194236,0.00005403643,0.001453426,0.0006937913,0.000001623183,0.0001691088,0.3166281,0.0001359168],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7726938,0.0007217678,0.00008554185,0.1915611,0.001265697,0.004083958,0.0002528215,0.00006043668,0.02927493],"genre_scores_gemma":[0.9539442,0.00001009589,0.00175383,0.03191125,0.0009951112,0.00600681,0.00002051934,0.00002209607,0.005336074],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2425778,"threshold_uncertainty_score":0.5739873,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03520493884977268,"score_gpt":0.3719816244234619,"score_spread":0.3367766855736892,"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."}}