{"id":"W4367174718","doi":"10.1097/prs.0000000000010600","title":"Textured versus Smooth Tissue Expanders: A Comparison of Complications in 3526 Breast Reconstructions","year":2023,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Royal Victoria Hospital","funders":"National Cancer Institute; National Institutes of Health; Memorial Sloan-Kettering Cancer Center","keywords":"Medicine; Seroma; Implant; Surgery; Breast reconstruction; Propensity score matching; Complication; Mastectomy; Retrospective cohort study; Cohort; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002733268,0.0003052381,0.0009673931,0.001432172,0.0001501051,0.00002190632,0.0001026399,0.0002466763,0.0003588258],"category_scores_gemma":[0.0003105676,0.0003010254,0.0002196318,0.001440345,0.0006527797,0.0002105964,0.00004772993,0.0004403385,0.0001905948],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001629268,"about_ca_system_score_gemma":0.0004195158,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001245526,"about_ca_topic_score_gemma":0.000205302,"domain_scores_codex":[0.9975601,0.0001138992,0.001001069,0.0005136369,0.000301678,0.0005096436],"domain_scores_gemma":[0.9955322,0.003267312,0.0003983601,0.0003585411,0.000226314,0.0002173234],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009664755,0.0001955938,0.4986221,0.0001535069,0.0002254631,0.00002343877,0.0003376806,0.00004680208,0.001832961,0.000423871,0.00109636,0.4960757],"study_design_scores_gemma":[0.003491017,0.0001469533,0.9617143,0.00088818,0.0002609518,0.0207665,0.007079419,0.001547969,0.002498783,0.0007206858,0.0003184293,0.0005668545],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9916126,0.00009039388,0.0004096166,0.0002354181,0.003807841,0.0004449945,0.0003017344,0.0002299278,0.002867547],"genre_scores_gemma":[0.9983824,0.00003330464,0.0009350844,0.000005888425,0.0001922961,0.00007162628,0.0002736514,0.00003633094,0.00006938532],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4955088,"threshold_uncertainty_score":0.9999442,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05691704360807116,"score_gpt":0.3176095353686534,"score_spread":0.2606924917605823,"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."}}