{"id":"W2019195824","doi":"10.1148/radiol.2451061798","title":"A True Screening Environment for Review of Interval Breast Cancers: Pilot Study to Reduce Bias","year":2007,"lang":"en","type":"article","venue":"Radiology","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Cancer Agency","funders":"","keywords":"Medicine; Interval (graph theory); Oncology; Medical physics; Internal medicine; Gynecology","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":[0.001325444,0.0001328631,0.0005587225,0.0000851006,0.00003509498,0.000002127893,0.0001360566,0.000028983,0.0001293002],"category_scores_gemma":[0.0002127109,0.0001135691,0.00008723081,0.0001371322,0.00005814224,0.00003228526,0.00005189224,0.0001114003,0.000009589607],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002361701,"about_ca_system_score_gemma":0.00006631964,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006889071,"about_ca_topic_score_gemma":0.0001338987,"domain_scores_codex":[0.9986629,0.00006360297,0.0004707984,0.0002979189,0.0001770367,0.0003277636],"domain_scores_gemma":[0.9992285,0.0001237025,0.0001311047,0.0002915344,0.00006297103,0.0001621324],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.02540577,0.001833821,0.213737,0.004964708,0.001348547,0.0004283362,0.003098608,0.0002701284,0.02372114,0.0004775724,0.05362893,0.6710855],"study_design_scores_gemma":[0.01032935,0.08175686,0.8148861,0.02109939,0.001259608,0.003626765,0.005633102,0.0001084707,0.003483509,0.00005726087,0.05691228,0.0008473292],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.95214,0.01859227,0.02389105,0.002013893,0.0002353113,0.002416538,0.00003722318,0.00003193496,0.0006417392],"genre_scores_gemma":[0.9889351,0.000934236,0.006677113,0.002948916,0.0003056942,0.0000654065,0.00001347264,0.00001514471,0.000104989],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6702381,"threshold_uncertainty_score":0.4631212,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1779698527102394,"score_gpt":0.3957443967222659,"score_spread":0.2177745440120265,"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."}}