{"id":"W2073751575","doi":"10.1258/096914107782912077","title":"Sensitivity in cancer screening","year":2007,"lang":"en","type":"article","venue":"Journal of Medical Screening","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":65,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Sensitivity (control systems); Cancer; Population; Incidence (geometry); Test (biology); Prostate cancer; Cancer screening; Screening test; Gynecology; Oncology; Internal medicine; Family medicine; Environmental health; Mathematics","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":[0.003724051,0.0001125983,0.0004106001,0.0001942842,0.00003553831,0.00001166574,0.00006922679,0.0001296425,0.000296147],"category_scores_gemma":[0.0004329142,0.0000807543,0.0001408397,0.0002512434,0.00005596162,0.0001033829,0.00004117304,0.0006399767,0.000001752627],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001708356,"about_ca_system_score_gemma":0.0002027208,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006219727,"about_ca_topic_score_gemma":0.0006458382,"domain_scores_codex":[0.9976497,0.00004330611,0.0005767196,0.00012193,0.001279167,0.0003291697],"domain_scores_gemma":[0.9987161,0.0002926295,0.0002345167,0.00008429855,0.0001255414,0.0005468819],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000382409,0.0001719565,0.5386552,0.0000213519,0.00009919699,0.006737367,0.0001352183,0.00004399234,0.0001822897,0.00003180206,0.0006626,0.4528766],"study_design_scores_gemma":[0.005140538,0.0004867649,0.975604,0.003023428,0.0001025058,0.00118307,0.0003517875,0.000727689,0.002818296,0.00002387543,0.01042689,0.000111173],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9360457,0.00356296,0.04363095,0.0159118,0.0002520156,0.0001234983,0.000001931857,0.00001146854,0.000459678],"genre_scores_gemma":[0.9899096,0.001002804,0.006626309,0.001611059,0.0008056834,0.000001795228,0.000001455047,0.00001333949,0.00002789959],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4527655,"threshold_uncertainty_score":0.3293065,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04557721337088654,"score_gpt":0.3706924909261002,"score_spread":0.3251152775552136,"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."}}