{"id":"W2116823276","doi":"10.1148/radiology.215.2.r00ma42563","title":"Standardized Abnormal Interpretation and Cancer Detection Ratios to Assess Reading Volume and Reader Performance in a Breast Screening Program","year":2000,"lang":"en","type":"article","venue":"Radiology","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":128,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Mammography; Cancer detection; Breast cancer screening; Breast cancer; Screening test; Cancer screening; Cancer; Nuclear medicine; Radiology; Internal medicine; Family medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004691903,0.0005961952,0.0003674781,0.002826375,0.0002268718,0.0008828839,0.0006834695,0.0004818332,0.001111663],"category_scores_gemma":[0.03823162,0.0002557271,0.000365121,0.001173903,0.0005658619,0.0006176055,0.0004122613,0.000465586,0.0003422086],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001000002,"about_ca_system_score_gemma":0.0008811816,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0117749,"about_ca_topic_score_gemma":0.01291371,"domain_scores_codex":[0.995749,0.001270466,0.0003258256,0.0004313097,0.002018366,0.0002049215],"domain_scores_gemma":[0.9812118,0.007689273,0.004864014,0.0007909927,0.004483899,0.000959967],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003967034,0.00006018882,0.9828552,0.00003436521,0.0002379425,0.00004090274,0.0001271581,0.0006099805,0.0004613647,0.00004041464,0.0004043718,0.0147315],"study_design_scores_gemma":[0.00001489602,0.0002846094,0.9961097,0.00001041417,0.00006068064,0.0003471565,0.0000605052,0.002164952,0.0005768099,0.00005095627,0.0003099055,0.000009370438],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9936836,0.001116586,0.001913535,0.00009273178,0.00002849863,0.00004627059,0.0003240345,0.0001774625,0.002617279],"genre_scores_gemma":[0.998394,0.00008196241,0.0008689832,0.0000189162,0.00001784375,0.00001808284,0.0003074135,0.0000151717,0.0002776338],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0117749,"threshold_uncertainty_score":0.02481341,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03488701039073428,"score_gpt":0.336862127221385,"score_spread":0.3019751168306507,"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."}}