{"id":"W3165299490","doi":"10.9778/cmajo.20200211","title":"Evaluation of the quality of mammographic breast positioning: a quality improvement study","year":2021,"lang":"en","type":"article","venue":"CMAJ Open","topic":"Digital Radiography and Breast Imaging","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; International Medias Data Services (Canada); Jewish General Hospital; University of Toronto","funders":"Canadian Institutes of Health Research; Biogen; Pfizer; Amgen","keywords":"Mammography; Medicine; Medical physics; Certification; Context (archaeology); Confidence interval; Breast imaging; Quality assurance; Population; Breast cancer; Environmental health; External quality assessment; Internal medicine; Pathology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.03623817,0.0003749452,0.0005171834,0.002943504,0.0008640704,0.001202198,0.00127767,0.0004931733,0.0008499788],"category_scores_gemma":[0.06661084,0.0002839207,0.0007763451,0.004824703,0.001267234,0.0006702713,0.0009700301,0.0004492724,0.0001009948],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01139394,"about_ca_system_score_gemma":0.01025274,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1921472,"about_ca_topic_score_gemma":0.2072541,"domain_scores_codex":[0.978819,0.008429389,0.002311334,0.00152831,0.008153666,0.0007583498],"domain_scores_gemma":[0.8515148,0.02589911,0.05018098,0.005460176,0.06274877,0.004196049],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006353839,0.0002321491,0.9523147,0.0004800557,0.0003585865,0.00002814172,0.001223352,0.0003675276,0.00032208,0.0000572937,0.0007259708,0.04325466],"study_design_scores_gemma":[0.00006127356,0.0008297823,0.9965973,0.0001106078,0.0001393415,0.00004035312,0.000417022,0.0005691655,0.0002710006,0.0000152862,0.0009333713,0.00001551727],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9812239,0.004622161,0.006602062,0.000969756,0.00004741174,0.0018898,0.00141983,0.00009561018,0.003129414],"genre_scores_gemma":[0.9934837,0.0006498629,0.004491713,0.0001491138,0.0000310252,0.000342624,0.0005838086,0.000009589614,0.0002585777],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1921472,"threshold_uncertainty_score":0.3820575,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08150446086567702,"score_gpt":0.4047114322694525,"score_spread":0.3232069714037755,"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."}}