{"id":"W2999211396","doi":"10.1097/prs.0000000000006654","title":"Direct-to-Implant, Prepectoral Breast Reconstruction: A Single-Surgeon Experience with 201 Consecutive Patients","year":2020,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":68,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Breast reconstruction; Implant; Surgery; Capsular contracture; Mastectomy; Complication; Radiation therapy; Acellular Dermis; Retrospective cohort study; Breast cancer; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001310768,0.000597293,0.00115761,0.0004196778,0.0002535824,0.00008047926,0.0001230518,0.0002263691,0.0006544729],"category_scores_gemma":[0.000480361,0.0004961091,0.0002566363,0.000893314,0.0007164367,0.0004676782,0.00007406536,0.0004326841,0.0001783796],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002205279,"about_ca_system_score_gemma":0.0004630605,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006594666,"about_ca_topic_score_gemma":0.00002656295,"domain_scores_codex":[0.9966055,0.0001479675,0.0008109438,0.001098903,0.0005497923,0.0007868951],"domain_scores_gemma":[0.9962671,0.001371758,0.0004344638,0.0003154643,0.0005749888,0.001036157],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005626243,0.0001992115,0.8046247,0.0001218022,0.0003749913,0.0002004433,0.000987288,0.000007413663,0.001040479,0.00001756148,0.001337312,0.1854626],"study_design_scores_gemma":[0.004548455,0.001539885,0.6733868,0.002090157,0.000573821,0.299349,0.003525705,0.0002310015,0.01172573,0.00003141512,0.001026952,0.001971098],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9915886,0.00003043628,0.0006078262,0.0002864249,0.003263851,0.0007712322,0.0005707083,0.0003237692,0.002557164],"genre_scores_gemma":[0.9975619,0.000006925425,0.001271978,0.0002487448,0.0005824986,0.00008865592,0.0001187883,0.00006849418,0.00005203809],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2991485,"threshold_uncertainty_score":0.9997491,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02224260174910023,"score_gpt":0.2224060185311995,"score_spread":0.2001634167820993,"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."}}