{"id":"W4220923359","doi":"10.1158/1538-7445.sabcs21-p3-03-20","title":"Abstract P3-03-20: The association of preoperative MRI with surgical decision-making in patients with early-stage breast cancer: A multi-institutional analysis","year":2022,"lang":"en","type":"article","venue":"Cancer Research","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Medicine; Lumpectomy; Breast cancer; Mastectomy; Breast MRI; Stage (stratigraphy); Cohort; Cancer; Retrospective cohort study; Breast surgery; Surgery; Internal medicine; Mammography","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":[0.004394045,0.0004723688,0.0008283147,0.001227042,0.0003483896,0.001139168,0.000893593,0.0006537215,0.002412837],"category_scores_gemma":[0.008652992,0.0003308803,0.004950855,0.002547876,0.0002558912,0.0005726516,0.0006894121,0.0007472755,0.0001826915],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003913321,"about_ca_system_score_gemma":0.0005517143,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002642573,"about_ca_topic_score_gemma":0.002960003,"domain_scores_codex":[0.9970757,0.001383314,0.0005001712,0.0004376005,0.0004158021,0.0001874204],"domain_scores_gemma":[0.9887996,0.00512347,0.00431811,0.0007122235,0.00051019,0.00053652],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002255193,0.00005060869,0.9843132,0.0003328627,0.01061294,0.00006442091,0.00003630054,0.0002062804,0.0001488405,0.00002553617,0.0002986777,0.001655249],"study_design_scores_gemma":[0.0003276596,0.0004287917,0.9830767,0.0001174948,0.0123907,0.0003033329,0.0001865808,0.002019243,0.000256015,0.0001486306,0.0007182361,0.00002661205],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9889364,0.006784141,0.0005871075,0.0002199238,0.00004621764,0.00004497666,0.002808921,0.000015657,0.0005566319],"genre_scores_gemma":[0.9986045,0.0003188709,0.0001675154,0.00004726488,0.00002410413,0.00002794501,0.0006981331,0.000004305892,0.0001073282],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004394045,"threshold_uncertainty_score":0.02323818,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01740651111596325,"score_gpt":0.3413396585196256,"score_spread":0.3239331474036623,"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."}}