{"id":"W2135085717","doi":"10.1118/1.2163407","title":"Quality control for digital mammography in the ACRIN DMIST trial: Part I","year":2006,"lang":"en","type":"article","venue":"Medical Physics","topic":"Digital Radiography and Breast Imaging","field":"Medicine","cited_by":74,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre","funders":"","keywords":"Digital mammography; Mammography; Medical physics; Quality (philosophy); Medicine; Computer science; Breast cancer; Physics; Cancer; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005555942,0.000588886,0.001397523,0.0003886618,0.0003631505,0.001370209,0.0006449592,0.001351666,0.003794434],"category_scores_gemma":[0.007092166,0.000221271,0.001173515,0.0005185261,0.0006988252,0.0005901145,0.0004940154,0.001492491,0.0004477373],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001062166,"about_ca_system_score_gemma":0.001051894,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000645278,"about_ca_topic_score_gemma":0.001182728,"domain_scores_codex":[0.9959824,0.002914197,0.0001582085,0.0002910818,0.000454316,0.0001998311],"domain_scores_gemma":[0.9977182,0.000785738,0.000798069,0.0002854183,0.0001623207,0.0002502099],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"observational","study_design_scores_codex":[0.8701721,0.002496376,0.0057622,0.001400735,0.001222252,0.00007514626,0.0001008415,0.0007923308,0.003862164,0.001212411,0.005220559,0.1076828],"study_design_scores_gemma":[0.7562379,0.1706262,0.04136436,0.0004229921,0.001761236,0.0003265643,0.0000688272,0.002398169,0.00363429,0.001212273,0.02186118,0.00008601703],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9391292,0.02732046,0.005079761,0.004507931,0.001011989,0.005859562,0.002888962,0.0005069858,0.01369524],"genre_scores_gemma":[0.9809214,0.002393963,0.004051322,0.002471068,0.0006839696,0.003591775,0.002088749,0.00004902466,0.00374879],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005555942,"threshold_uncertainty_score":0.029383,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02099712759345106,"score_gpt":0.3033582808042681,"score_spread":0.282361153210817,"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."}}