{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007900783,0.0004968347,0.0003621615,0.0009656943,0.001003914,0.0008102449,0.0005509221,0.0004932047,0.001602676],"category_scores_gemma":[0.003353026,0.0005457634,0.0004413018,0.001144392,0.0005176567,0.0007327683,0.0008482344,0.0005198061,0.0004524012],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007308365,"about_ca_system_score_gemma":0.0008191777,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001467462,"about_ca_topic_score_gemma":0.003279815,"domain_scores_codex":[0.9992732,0.0001191799,0.000137714,0.0001200457,0.0001887677,0.0001610122],"domain_scores_gemma":[0.9981153,0.0005351112,0.0007318425,0.000117297,0.0001160947,0.0003842801],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000133032,0.0004044225,0.9679114,0.00006801694,0.00004518076,0.01323114,0.002211323,0.0003030692,0.0009544953,0.0000613504,0.0005198016,0.0141568],"study_design_scores_gemma":[0.00004988957,0.003115704,0.8352543,0.00009917819,0.00008106376,0.1472503,0.008453803,0.001103699,0.002091456,0.000148978,0.002276783,0.00007490547],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989502,0.0003348919,0.0002445952,0.00004517528,0.000006386451,0.00001958527,0.00005460061,0.000006905414,0.0003377594],"genre_scores_gemma":[0.9985147,0.0005119168,0.0005392851,0.00005847597,0.00001901733,0.00002267564,0.0001305651,0.000006607401,0.0001967704],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001602676,"threshold_uncertainty_score":0.005361497,"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."}}