{"id":"W2002909918","doi":"10.1503/cjs.038109","title":"Mammoplasty for symmetry in breast reconstruction and histologic assessment","year":2011,"lang":"en","type":"article","venue":"Canadian Journal of Surgery","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Reduction Mammoplasty; Mammoplasty; Occult; Breast cancer; Context (archaeology); Augmentation Mammoplasty; Mammaplasty; Breast carcinoma; Radiology; Breast reconstruction; Surgery; Cancer; General surgery; Pathology; Internal medicine; Breast augmentation","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":[0.0008169432,0.0002183821,0.0001754374,0.001022496,0.0003579053,0.00025718,0.0002060275,0.0001999477,0.00162489],"category_scores_gemma":[0.002025976,0.0001526706,0.0001678692,0.0003923981,0.0005082146,0.0001971597,0.0002704547,0.0002089638,0.0002248655],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000315436,"about_ca_system_score_gemma":0.0005233006,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001490499,"about_ca_topic_score_gemma":0.003438836,"domain_scores_codex":[0.9995915,0.0001230321,0.00004240176,0.00004278529,0.0001243734,0.00007587784],"domain_scores_gemma":[0.9992587,0.0002433759,0.0002135772,0.00006649707,0.0001331503,0.00008461564],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002489141,0.00004282728,0.9836023,0.00005330186,0.00001543904,0.003231964,0.0001916737,0.00003418379,0.005263618,0.00003643936,0.0001015185,0.007177725],"study_design_scores_gemma":[0.00001384404,0.0005800886,0.9315084,0.00003078886,0.00003101448,0.06011667,0.00058028,0.0002000118,0.006006525,0.00004845629,0.0008772564,0.000006569044],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984281,0.0005451614,0.0002482845,0.00002564522,0.000006204818,0.00002686089,0.00004038139,0.000006407112,0.0006730695],"genre_scores_gemma":[0.9993019,0.0001684868,0.0003503788,0.00001584543,0.000005511076,0.000006093419,0.00004199695,0.000001664876,0.0001081718],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00162489,"threshold_uncertainty_score":0.005435765,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05021236072683351,"score_gpt":0.2425166615066074,"score_spread":0.1923043007797738,"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."}}