{"id":"W2912580251","doi":"10.1503/cjs.005718","title":"Phyllodes tumour of the breast and margins: How much is enough?","year":2019,"lang":"en","type":"review","venue":"Canadian Journal of Surgery","topic":"Breast Lesions and Carcinomas","field":"Medicine","cited_by":57,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital; University of Toronto","funders":"","keywords":"Medicine; Lumpectomy; Margin (machine learning); Breast tumours; Phyllodes tumor; Surgical margin; Mastectomy; Surgical excision; Lesion; Wide local excision; General surgery; Radiology; Surgery; Resection; Breast cancer; Internal medicine; Cancer","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0005980198,0.0004626521,0.001222839,0.002591864,0.000371709,0.00105333,0.0006622933,0.001160108,0.001855844],"category_scores_gemma":[0.002287727,0.0002219209,0.0003506182,0.003418169,0.0006944402,0.001491767,0.0003601122,0.001161295,0.0004970732],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008010932,"about_ca_system_score_gemma":0.001815263,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00589151,"about_ca_topic_score_gemma":0.01078219,"domain_scores_codex":[0.999656,0.00005288802,0.00007630997,0.00004232575,0.000151113,0.00002140748],"domain_scores_gemma":[0.9990595,0.0004493446,0.0002539753,0.00001622722,0.00017382,0.00004710661],"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":[0.00008607373,0.00003015933,0.002943547,0.03911696,0.0002156847,0.005756965,0.0003351762,0.0002355335,0.001019878,0.001613202,0.04266343,0.9059834],"study_design_scores_gemma":[0.00004401035,0.0001696814,0.02208891,0.0736184,0.0008689266,0.129994,0.001764458,0.0001881404,0.0006224329,0.004317303,0.7662451,0.00007855194],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002163846,0.9987206,0.00002070467,0.0006037239,0.0001489114,0.000001125682,0.000006346591,0.000001149519,0.0002810568],"genre_scores_gemma":[0.003130038,0.9957995,0.00006904901,0.0004230978,0.0003626611,0.000001557176,0.00002006934,6.634649e-7,0.0001933862],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.00589151,"threshold_uncertainty_score":0.0117144,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09522683483800333,"score_gpt":0.2712671074227543,"score_spread":0.176040272584751,"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."}}