{"id":"W2045643581","doi":"10.1148/radiol.2382041684","title":"Organized Breast Screening Programs in Canada: Effect of Radiologist Reading Volumes on Outcomes","year":2006,"lang":"en","type":"article","venue":"Radiology","topic":"Radiology practices and education","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Prince Edward Island; Cancer Care Ontario; Health Canada; Institut National de Santé Publique du Québec; BC Cancer Agency","funders":"","keywords":"Medicine; Cancer detection; Reading (process); Poisson regression; Breast cancer; Mammography; Cancer; Radiology; Nuclear medicine; Internal 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":[0.001224765,0.0002761663,0.0002610556,0.001302713,0.0008192393,0.0008266864,0.0008367076,0.0003460535,0.001306783],"category_scores_gemma":[0.01570796,0.0002729256,0.0003171772,0.002684387,0.0007642523,0.000316117,0.0006851736,0.000597396,0.00009054827],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01582411,"about_ca_system_score_gemma":0.02038845,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.9396364,"about_ca_topic_score_gemma":0.9446518,"domain_scores_codex":[0.9978626,0.0003580929,0.00008993862,0.0002595404,0.0009622665,0.0004675721],"domain_scores_gemma":[0.9862834,0.003018866,0.004495777,0.0003944768,0.003799097,0.00200841],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001498371,0.00003014575,0.993647,0.00002694849,0.00003889018,0.00004417059,0.0002074359,0.0002198824,0.0000668856,0.00003288878,0.0003116085,0.00522421],"study_design_scores_gemma":[0.000006420871,0.00003850238,0.9992551,0.00001567284,0.0000167026,0.00003609841,0.0001829001,0.0002662488,0.00003994053,0.0000135618,0.0001257272,0.000003209925],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997292,0.000537041,0.00008856192,0.000275525,0.000007066299,0.00002492595,0.0007418276,0.00001543625,0.00101769],"genre_scores_gemma":[0.9992262,0.0001680058,0.00009345396,0.0000276979,0.000005184873,0.000005922892,0.0003178306,0.00000386422,0.0001517012],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9396364,"threshold_uncertainty_score":0.1214381,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01663612844477865,"score_gpt":0.2696930454607577,"score_spread":0.253056917015979,"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."}}