{"id":"W2963452577","doi":"10.1097/sap.0000000000001997","title":"Acellular Dermal Matrix–sparing Direct-to-implant Prepectoral Breast Reconstruction","year":2019,"lang":"en","type":"article","venue":"Annals of Plastic Surgery","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"Jewish General Hospital; St Mary's Hospital Centre; McGill University","funders":"","keywords":"Medicine; Breast reconstruction; Implant; Surgery; Mastectomy; Capsular contracture; Deformity; 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":[0.0003482792,0.0002371959,0.0002182387,0.0005692529,0.000160508,0.0003925588,0.0002887474,0.00008757513,0.002216694],"category_scores_gemma":[0.0006095291,0.00007410345,0.0003852816,0.0006788429,0.0002472317,0.0001774101,0.0003025777,0.0002094193,0.0001121071],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005048677,"about_ca_system_score_gemma":0.0008568947,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00252946,"about_ca_topic_score_gemma":0.007099497,"domain_scores_codex":[0.9996884,0.00003060763,0.00002424694,0.00004786065,0.0001614097,0.00004756606],"domain_scores_gemma":[0.9996564,0.00006850921,0.0001696266,0.00003074318,0.00003479246,0.00003999439],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"case_report","study_design_scores_codex":[0.003902618,0.001163172,0.5020064,0.001402264,0.0007328967,0.003189078,0.000242527,0.002776074,0.02593669,0.0008093113,0.0009182442,0.4569208],"study_design_scores_gemma":[0.0003624181,0.007217136,0.9197968,0.0002259638,0.0004155774,0.05026402,0.0005382753,0.002135932,0.01284862,0.0002821925,0.005882918,0.00003008053],"study_design_candidate":"case_report","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944233,0.002007773,0.0009245264,0.00002987075,0.000008623855,0.00007545063,0.0002085586,0.000008404263,0.002313517],"genre_scores_gemma":[0.9968812,0.001145697,0.001364244,0.00002969082,0.00001553133,0.00001703279,0.0002343476,0.000001651881,0.0003105244],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00252946,"threshold_uncertainty_score":0.007415593,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03349908627748052,"score_gpt":0.2736334099512797,"score_spread":0.2401343236737991,"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."}}