{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003170001,0.0001978713,0.000597359,0.0004190376,0.00004742186,0.00001707106,0.00005555327,0.0001419651,0.0004199541],"category_scores_gemma":[0.0001097351,0.0001748247,0.0002730023,0.0002665253,0.00005570265,0.000193165,0.00003675481,0.0001584296,0.000253808],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002075328,"about_ca_system_score_gemma":0.0001398621,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008127173,"about_ca_topic_score_gemma":0.000005154184,"domain_scores_codex":[0.9984625,0.00004865259,0.0004956423,0.0003196228,0.0002779706,0.0003956198],"domain_scores_gemma":[0.9984112,0.0007464646,0.0002054426,0.0002414711,0.0001600329,0.0002354036],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001272849,0.0001063875,0.910015,0.0003504335,0.0002876411,0.0000643974,0.00006038107,0.0001217222,0.01488655,0.00004472267,0.002912561,0.06987729],"study_design_scores_gemma":[0.000628978,0.0001442328,0.9064534,0.001277219,0.0001514912,0.06938614,0.0001659949,0.0005547695,0.02013063,0.0000237262,0.0006803393,0.0004031164],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944215,0.00010215,0.00007086404,0.0001256514,0.00417967,0.000218439,0.00007170609,0.00008675242,0.0007232727],"genre_scores_gemma":[0.9990601,0.00002795269,0.00009979707,0.00003793878,0.0003703416,0.000006726216,0.00004944232,0.00002542078,0.0003223079],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06947418,"threshold_uncertainty_score":0.7129143,"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."}}