{"id":"W4225329104","doi":"10.1097/prs.0000000000009189","title":"Aesthetic Limitations in Direct-to-Implant Prepectoral Breast Reconstruction","year":2022,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"Jewish General Hospital","funders":"","keywords":"Capsular contracture; Medicine; Implant; Breast reconstruction; Rippling; Surgery; Breast 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004807961,0.0003337782,0.0007323066,0.001471199,0.0003515895,0.00003595474,0.0001022709,0.0001085494,0.0007513456],"category_scores_gemma":[0.0002296811,0.0003437081,0.0002503879,0.001155856,0.0002101823,0.0002261132,0.00009675587,0.000617841,0.00009115113],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005837305,"about_ca_system_score_gemma":0.0005626726,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001298423,"about_ca_topic_score_gemma":0.0001330513,"domain_scores_codex":[0.9972372,0.0002684354,0.0007634045,0.0006880625,0.0004309699,0.0006119108],"domain_scores_gemma":[0.9979257,0.001058989,0.0002481627,0.000302997,0.000133934,0.0003302144],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"case_report","study_design_scores_codex":[0.00123441,0.0002282532,0.2905204,0.00005094647,0.00007250018,0.0002422822,0.0003346965,0.000280775,0.0006724982,0.0001491211,0.000817816,0.7053963],"study_design_scores_gemma":[0.001178097,0.0002056869,0.3379421,0.0002669094,0.0001140259,0.6555123,0.002097614,0.0006226663,0.0002058895,0.0004428619,0.0008448099,0.0005669675],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9883144,0.00005500007,0.00007851335,0.0003977644,0.005987151,0.0005955262,0.0003609507,0.0001789623,0.004031673],"genre_scores_gemma":[0.9980786,0.00001345468,0.0009196845,0.0000573088,0.0002090856,0.0002845167,0.0001205919,0.00004903257,0.0002677211],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7048293,"threshold_uncertainty_score":0.9999015,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.032765635585117,"score_gpt":0.2359711343786416,"score_spread":0.2032054987935246,"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."}}