{"id":"W2125177013","doi":"10.17269/cjph.103.2897","title":"Effect of community population size on breast cancer screening, stage distribution, treatment use and outcomes.","year":2012,"lang":"en","type":"article","venue":"PubMed","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":32,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Northern British Columbia; University of British Columbia; BC Cancer Agency","funders":"","keywords":"Medicine; Breast cancer; Mammography; Breast cancer screening; Population; Cancer; Rural area; Cancer registry; Mastectomy; Demography; Family medicine; Gerontology; Internal medicine; Environmental health; Pathology","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":[0.0005144256,0.0001301685,0.0002883846,0.0000241075,0.00009800553,0.0000137175,0.00003584773,0.00005340638,0.00002212486],"category_scores_gemma":[0.0003001019,0.00008952197,0.00006507889,0.00009156582,0.00004101504,0.0002012536,0.00002488328,0.0001154832,7.816317e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002564065,"about_ca_system_score_gemma":0.000007738734,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01395816,"about_ca_topic_score_gemma":0.0001874216,"domain_scores_codex":[0.9991063,0.0001709712,0.0001639486,0.00007873146,0.0002047749,0.0002752103],"domain_scores_gemma":[0.9991143,0.0003253405,0.00009310015,0.0002301926,0.00004738649,0.0001897185],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005070646,0.00007398045,0.8813314,0.00003513988,0.00006335416,8.482763e-7,0.00006297875,0.000006528376,0.000006585275,0.00003205318,0.0001412389,0.1177389],"study_design_scores_gemma":[0.001555967,0.000222629,0.9966765,0.00003561838,0.0001577381,0.000009376799,0.00003130157,0.000006316302,0.0006517775,0.000001497768,0.0005822344,0.00006904276],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983026,0.0001357447,0.000025039,0.0003594951,0.00007444232,0.0006538493,0.0003375993,0.00002876417,0.00008242149],"genre_scores_gemma":[0.9990205,0.00002934653,0.00001794922,0.0001931442,0.00006112429,0.0003071758,0.000106117,0.000008657864,0.0002559484],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1176698,"threshold_uncertainty_score":0.992608,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08767889373848588,"score_gpt":0.3462166821986702,"score_spread":0.2585377884601844,"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."}}