{"id":"W4220811466","doi":"10.1200/go.21.00415","title":"Cancer Burden Among Arab-World Females in 2020: Working Toward Improving Outcomes","year":2022,"lang":"en","type":"article","venue":"JCO Global Oncology","topic":"Male Breast Health Studies","field":"Medicine","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; McGill University; McMaster University","funders":"","keywords":"Population; Incidence (geometry); Medicine; Demography; Cancer; Standardized mortality ratio; Mortality rate; Breast cancer; Descriptive statistics; World population; Environmental health; Statistics; Internal medicine","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":[0.0005117368,0.0002318482,0.0008547349,0.0001473215,0.0002041005,0.000009493316,0.0002079128,0.00009868506,0.0008024044],"category_scores_gemma":[0.0001692756,0.0002151905,0.0001212454,0.0007495696,0.0001355488,0.00004339363,0.0005752748,0.0005930776,0.00002271513],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003632662,"about_ca_system_score_gemma":0.0007335701,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0120954,"about_ca_topic_score_gemma":0.02326965,"domain_scores_codex":[0.9976557,0.0001955487,0.0005750772,0.0004784627,0.0003760738,0.0007190669],"domain_scores_gemma":[0.999074,0.0001878893,0.0002512143,0.0002475258,0.00005534179,0.0001840588],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002932575,0.0001260149,0.9322059,0.0001160235,0.00007813954,0.000692685,0.0005634326,0.0002000141,0.00001642458,0.0003576745,0.003159675,0.06219074],"study_design_scores_gemma":[0.001890041,0.000295515,0.9094489,0.00005934907,0.00007629187,0.0001064698,0.001499999,0.0002848095,0.000002234778,0.0001087932,0.08605805,0.0001695223],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9235279,0.003154076,0.000008425763,0.04084351,0.001743085,0.0008269686,0.00003369616,0.0001193675,0.02974295],"genre_scores_gemma":[0.9922817,0.0001010288,0.0004268124,0.003891236,0.0005374067,0.0005081781,0.00001037629,0.00001986015,0.002223357],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08289837,"threshold_uncertainty_score":0.9945531,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05312449689461451,"score_gpt":0.3854428421847817,"score_spread":0.3323183452901672,"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."}}