{"id":"W4225329104","doi":"10.1097/prs.0000000000009189","title":"Aesthetic Limitations in Direct-to-Implant Prepectoral Breast Reconstruction","year":2022,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"Jewish General Hospital","funders":"","keywords":"Capsular contracture; Medicine; Implant; Breast reconstruction; Rippling; Surgery; Breast cancer","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":[0.001152749,0.000205952,0.0001856175,0.0005561996,0.0002656666,0.0004465528,0.0002353399,0.0002382869,0.001788638],"category_scores_gemma":[0.005845756,0.000145353,0.0002478829,0.0004102757,0.0004432578,0.0003821704,0.0004193694,0.0003988055,0.0001822559],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002803395,"about_ca_system_score_gemma":0.0002299176,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002511099,"about_ca_topic_score_gemma":0.0004054553,"domain_scores_codex":[0.9993646,0.000158763,0.00008973994,0.00006384255,0.0002388845,0.00008428277],"domain_scores_gemma":[0.9960437,0.00143763,0.002019159,0.0001205997,0.0002119026,0.0001670518],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002947029,0.0001074578,0.9436266,0.0001774029,0.00004706131,0.008329257,0.0003015086,0.0004534001,0.002015144,0.0001230632,0.0003368781,0.04418756],"study_design_scores_gemma":[0.00002133771,0.001004317,0.7983789,0.0001473507,0.00005826859,0.1951586,0.0009579682,0.0006842983,0.001760013,0.0001997241,0.001609969,0.00001931565],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972223,0.00146064,0.0003754835,0.00007074865,0.0000114402,0.00001089337,0.00003434492,0.000004318737,0.000809868],"genre_scores_gemma":[0.9992172,0.0003764663,0.0002117326,0.00002494793,0.00001604838,0.000005593156,0.00003769285,0.000001784429,0.0001085476],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001788638,"threshold_uncertainty_score":0.006096423,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.032765635585117,"score_gpt":0.2359711343786416,"score_spread":0.2032054987935246,"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."}}