{"id":"W4382068341","doi":"10.1177/22925503231180889","title":"Immediate Prepectoral Breast Reconstruction Without Acellular Dermal Matrices: Preliminary Results","year":2023,"lang":"en","type":"article","venue":"Plastic Surgery","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Université de Montréal","funders":"McGill University Health Centre; McGill University","keywords":"Medicine; Breast reconstruction; Implant; Dehiscence; Surgery; Wound dehiscence; Hematoma; Prospective cohort study; Seroma; Demographics; Periprosthetic; Complication; Breast cancer; Internal medicine; Arthroplasty; Cancer","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0004211362,0.00023738,0.0004535874,0.000573768,0.0001331422,0.00003193027,0.00005615417,0.0002010546,0.0001190186],"category_scores_gemma":[0.0005197294,0.0002045136,0.0001868641,0.0006556455,0.0001310658,0.0002094614,0.00004487714,0.0002578244,0.0006139178],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006729655,"about_ca_system_score_gemma":0.0002166608,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004356662,"about_ca_topic_score_gemma":0.000003463899,"domain_scores_codex":[0.9980904,0.00007460357,0.0005752648,0.0004291192,0.000335915,0.0004947207],"domain_scores_gemma":[0.9968347,0.002346589,0.0002242191,0.0002529417,0.00009790256,0.0002436297],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01328362,0.0001804127,0.5831738,0.0006259403,0.0003642422,0.001103407,0.0002681226,0.0001150782,0.003204668,0.00001085378,0.01340637,0.3842635],"study_design_scores_gemma":[0.00224215,0.0001630005,0.7664896,0.0009635556,0.0003719688,0.2200243,0.0003087784,0.00688389,0.001567989,0.000034569,0.0004649817,0.0004852206],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.988562,0.0000879309,0.00008261823,0.0002393732,0.009921892,0.0001851024,0.0001458479,0.000547623,0.0002276076],"genre_scores_gemma":[0.9975591,0.0000785799,0.0001571516,0.000007573015,0.00127861,0.00002668629,0.0004733094,0.00004083469,0.0003781212],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3837783,"threshold_uncertainty_score":0.8339823,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02350232157360857,"score_gpt":0.2413146989550549,"score_spread":0.2178123773814464,"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."}}