{"id":"W4409058724","doi":"10.1177/08465371251325500","title":"Canadian Recommendations on Optimal Breast Biopsy Practices Developed Using a Modified Delphi Panel","year":2025,"lang":"en","type":"review","venue":"Canadian Association of Radiologists Journal","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hôpital Maisonneuve-Rosemont; BC Cancer Agency; Moncton Hospital; Sinai Health System; Mount Sinai Hospital; Princess Margaret Cancer Centre; University of Calgary; University of British Columbia; Toronto General Hospital; McMaster University; McGill University Health Centre; University of Ottawa; Dalhousie University; University of Toronto; Health Sciences Centre; Sunnybrook Health Science Centre","funders":"BD","keywords":"Medicine; Delphi method; Context (archaeology); Medical physics; Mammography; Voting; Biopsy; Radiology; Family medicine; Breast cancer; Cancer; Artificial intelligence","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":[0.1171012,0.001443372,0.0009547459,0.01139606,0.009789491,0.005536564,0.004414028,0.002463754,0.00814441],"category_scores_gemma":[0.1515614,0.001405936,0.002949359,0.009703944,0.004326004,0.002936056,0.007636162,0.004156009,0.001671539],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.07673833,"about_ca_system_score_gemma":0.2618205,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7659562,"about_ca_topic_score_gemma":0.7960717,"domain_scores_codex":[0.9067459,0.04709193,0.01075124,0.003373581,0.02468174,0.007355638],"domain_scores_gemma":[0.8509058,0.02491526,0.00405125,0.003052735,0.1108298,0.006245238],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004603836,0.0002932044,0.03147686,0.008681012,0.0002470541,0.001080043,0.09975123,0.006279761,0.002966438,0.0565169,0.3519824,0.4402648],"study_design_scores_gemma":[0.0006278006,0.0003673703,0.05972122,0.01844819,0.0003477323,0.0006331151,0.09357836,0.0101033,0.003021552,0.02673953,0.7855428,0.0008689432],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.1292058,0.01290412,0.2235482,0.1558962,0.005929294,0.09822897,0.01685894,0.001598401,0.3558301],"genre_scores_gemma":[0.3074188,0.008317302,0.604287,0.01132029,0.0002672153,0.03776044,0.006244691,0.0003098291,0.02407431],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.2340438,"threshold_uncertainty_score":0.6192979,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2869214137453555,"score_gpt":0.4349973939363251,"score_spread":0.1480759801909696,"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."}}