{"id":"W1959726532","doi":"10.3978/j.issn.2227-684x.2015.02.03","title":"Conservative mastectomies and immediate reconstruction with the use of ADMs.","year":2015,"lang":"en","type":"article","venue":"PubMed","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Capsular contracture; Seroma; Breast reconstruction; Surgery; Implant; Dehiscence; Mastectomy; Wound dehiscence; Pectoralis major muscle; Tissue expansion; Fat necrosis; Complication; Breast cancer; Cancer","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0003272812,0.0004338777,0.0003000623,0.0004044445,0.0004741168,0.0004045783,0.000308473,0.0002811578,0.005017654],"category_scores_gemma":[0.00106848,0.0001888038,0.0003958598,0.0004825585,0.0003811876,0.0002526852,0.0005010355,0.0004992611,0.0005652108],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000302353,"about_ca_system_score_gemma":0.0004270383,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004172217,"about_ca_topic_score_gemma":0.001070634,"domain_scores_codex":[0.9996855,0.00003165469,0.00003965605,0.00006580375,0.00008835799,0.00008907698],"domain_scores_gemma":[0.9993586,0.0001303352,0.0003444524,0.00005886102,0.00001635977,0.0000914653],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001034084,0.0003477132,0.853458,0.0005243137,0.0001743676,0.04478652,0.0004434516,0.0001619164,0.01341001,0.0003152867,0.001033266,0.08431101],"study_design_scores_gemma":[0.00007589293,0.001173358,0.5446678,0.00006548404,0.00008143467,0.4462005,0.0004222882,0.0001118551,0.003079553,0.0001300072,0.00397671,0.00001511398],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9898369,0.004126796,0.0007491747,0.00009170938,0.00004053945,0.00005860417,0.0002101693,0.00004433025,0.004841745],"genre_scores_gemma":[0.9979309,0.0007417664,0.0004137876,0.00008595123,0.00003701528,0.00001461036,0.0001765161,0.000003479345,0.000595984],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005017654,"threshold_uncertainty_score":0.0167858,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0816604952592353,"score_gpt":0.2179372995180787,"score_spread":0.1362768042588434,"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."}}