{"id":"W4386843353","doi":"10.1177/08465371231192391","title":"Canadian Association of Radiologists Breast Disease Imaging Referral Guideline","year":2023,"lang":"en","type":"article","venue":"Canadian Association of Radiologists Journal","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Hospital; Women's College Hospital; Princess Margaret Cancer Centre; Centre Hospitalier de l’Université de Montréal; Saskatoon City Hospital; North York General Hospital","funders":"Canadian Medical Association","keywords":"Medicine; Guideline; Grading (engineering); Referral; Breast imaging; Medical physics; Appropriate Use Criteria; MEDLINE; Asymptomatic; Appropriateness criteria; Family medicine; Mammography; Radiology; Breast cancer; Pathology; Internal medicine; Cancer","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003509174,0.0002120997,0.0006009515,0.0008870051,0.0002629787,0.00004736967,0.0002814825,0.0002575807,0.0002651094],"category_scores_gemma":[0.004825457,0.0002092524,0.000289145,0.0007753212,0.00006938785,0.0002207604,0.00001934621,0.0005371434,0.00003983464],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.01265979,"about_ca_system_score_gemma":0.005893121,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.32098,"about_ca_topic_score_gemma":0.568735,"domain_scores_codex":[0.9968259,0.0002713382,0.0009938611,0.0002680907,0.0006790109,0.0009618471],"domain_scores_gemma":[0.9954424,0.000175581,0.001162443,0.0002501046,0.001294069,0.001675436],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005036488,0.000006534944,0.7249279,0.00001458205,0.0001325536,0.0002569573,0.00008489525,0.0004362953,0.0001079913,0.0001157048,0.2715132,0.002352981],"study_design_scores_gemma":[0.001224687,0.00008140529,0.9613349,0.0001546898,0.0001711313,0.000349127,0.0003056495,0.001544472,0.00001597831,0.0004330803,0.0341754,0.0002094947],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8597352,0.001386951,0.0002121359,0.1234857,0.002506062,0.0006895203,0.002185339,0.0001421123,0.00965696],"genre_scores_gemma":[0.9938443,0.0003374644,0.0003441383,0.001859224,0.0006744466,0.000005697676,0.0003555231,0.00002402375,0.002555128],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.247755,"threshold_uncertainty_score":0.9997426,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0392075110948485,"score_gpt":0.3207428686237699,"score_spread":0.2815353575289214,"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."}}