{"id":"W3165593846","doi":"10.1007/s00266-021-02359-4","title":"Invited Discussion on: The First Use of Human-Derived ADM in Prepectoral Direct-to-Implant Breast Reconstruction after Skin-Reducing Mastectomy","year":2021,"lang":"en","type":"letter","venue":"Aesthetic Plastic Surgery","topic":"Tissue Engineering and Regenerative Medicine","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Plastic surgery; Breast reconstruction; Otorhinolaryngology; Implant; Mastectomy; Breast implant; Surgery; Breast cancer; Internal medicine; 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":[0.002700414,0.001030409,0.001241424,0.0006248745,0.002543913,0.002843475,0.00161973,0.0438065,0.004887381],"category_scores_gemma":[0.01452902,0.0005831303,0.001860991,0.0003931198,0.001578919,0.002108156,0.001047658,0.02712225,0.003663482],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004063511,"about_ca_system_score_gemma":0.002507559,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003225043,"about_ca_topic_score_gemma":0.004891508,"domain_scores_codex":[0.9980134,0.0005662218,0.0002351294,0.0002624479,0.000627242,0.0002956096],"domain_scores_gemma":[0.9957048,0.002797498,0.0002664207,0.00009953058,0.0005860822,0.0005455592],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002341438,0.00008831048,0.0006428221,0.0001031646,0.00003235311,0.009443833,0.0001895312,0.0001140255,0.0007014551,0.001701322,0.9771838,0.009565325],"study_design_scores_gemma":[0.0002099259,0.0002330121,0.001512209,0.0002892245,0.00008777466,0.00818843,0.0005777999,0.0006090137,0.0009229694,0.00432007,0.9829566,0.00009304741],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00134573,0.002387327,0.0002771173,0.9174898,0.07400148,0.00005097213,0.0001149257,0.00003541021,0.004297307],"genre_scores_gemma":[0.007859392,0.002130273,0.0004108586,0.8941815,0.08248465,0.00009154097,0.00005639305,0.00004897434,0.0127364],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.0438065,"threshold_uncertainty_score":0.02948302,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03027557707662682,"score_gpt":0.2323361213689751,"score_spread":0.2020605442923482,"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."}}