{"id":"W4390912233","doi":"10.3390/curroncol31010035","title":"Cavity Shave Margins in Breast Conservative Surgery a Strategy to Reduce Positive Margins and Surgical Time","year":2024,"lang":"en","type":"article","venue":"Current Oncology","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Lumpectomy; Surgery; Breast-conserving surgery; Surgical margin; Ductal carcinoma; Sentinel lymph node; Retrospective cohort study; Lymph node; Mastectomy; Resection; Breast cancer; Cancer; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000483847,0.0001894298,0.0001710545,0.0002720353,0.0001465309,0.0001959041,0.0002082305,0.0001910852,0.0009388175],"category_scores_gemma":[0.001240122,0.00007640316,0.0001684268,0.0001617605,0.0002194782,0.0001930968,0.000225385,0.000244153,0.0001079505],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001517444,"about_ca_system_score_gemma":0.0003848374,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003120575,"about_ca_topic_score_gemma":0.000724312,"domain_scores_codex":[0.9998466,0.00004315643,0.00001154879,0.00001992976,0.00005040635,0.00002828832],"domain_scores_gemma":[0.9993247,0.0001907671,0.0002895847,0.00003308788,0.00003808994,0.0001238084],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006438714,0.002284567,0.4699884,0.0006413337,0.0002080578,0.001262288,0.0004417884,0.002923029,0.05832452,0.0002520265,0.001286824,0.4559486],"study_design_scores_gemma":[0.0002859762,0.01777393,0.948607,0.0002003862,0.0001805764,0.006925112,0.0006396126,0.002707286,0.01853918,0.0004267192,0.003681835,0.00003248718],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996959,0.001735403,0.0008101014,0.00009296223,0.00001996025,0.0000172207,0.00001198478,0.00001241968,0.0003410148],"genre_scores_gemma":[0.9985177,0.0004395122,0.0008021726,0.00003881975,0.00002586446,0.00001171133,0.00002059324,0.000001938962,0.0001417713],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009388175,"threshold_uncertainty_score":0.003140628,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04782535578139097,"score_gpt":0.3691202279600624,"score_spread":0.3212948721786714,"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."}}