{"id":"W4250316970","doi":"10.21203/rs.2.17590/v1","title":"Molecular Characterization of Prostate Cancer in Middle Eastern Population Highlights Differences with Western Populations with Prognostic Implication","year":2019,"lang":"en","type":"preprint","venue":"Research Square","topic":"Prostate Cancer Treatment and Research","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Health Services; University of Calgary","funders":"","keywords":"Prostate cancer; Population; Oncology; Cancer; Medicine; Demography; Geography; Gynecology; Internal medicine; Political science; Environmental health; Sociology","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":[0.0003061645,0.0002966798,0.0005612451,0.0007979146,0.0000820391,0.00008762204,0.0001841302,0.0002234296,0.0000254123],"category_scores_gemma":[0.00003197766,0.0001947991,0.00005798602,0.0007560916,0.0001406789,0.0001631342,0.0001872829,0.0007044694,0.00000953263],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004788189,"about_ca_system_score_gemma":0.0007663806,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002721576,"about_ca_topic_score_gemma":0.001154414,"domain_scores_codex":[0.9966687,0.0002614223,0.0004271537,0.0007084509,0.001399536,0.0005347519],"domain_scores_gemma":[0.9978532,0.00005897861,0.000259297,0.0006334078,0.00103922,0.0001558753],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001329782,0.0003414199,0.9869445,0.003532033,0.0001053512,0.00004100548,0.0009196011,0.0003763427,0.004927405,0.00009326471,8.929117e-7,0.001388427],"study_design_scores_gemma":[0.001698841,0.0009997784,0.9842543,0.008181686,0.00007391596,0.000005089272,0.0001102403,0.001460818,0.002884448,0.0001109675,0.00001397442,0.0002059132],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.990927,0.000540992,0.0001308484,0.001677728,0.00005176591,0.006291306,0.0002580386,0.00004071522,0.00008159286],"genre_scores_gemma":[0.9931031,0.0005957239,0.00008251535,0.000006019635,0.00006171082,0.001690628,0.00348725,0.00006469221,0.0009083083],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004649652,"threshold_uncertainty_score":0.7943678,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07541858581927788,"score_gpt":0.383787015059195,"score_spread":0.3083684292399171,"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."}}