{"id":"W2783084894","doi":"10.1097/gox.0000000000001609","title":"Single-Stage Breast Reconstruction Using an All-In-One Adjustable Expander/Implant","year":2018,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery Global Open","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Capsular contracture; Breast reconstruction; Seroma; Medicine; Surgery; Implant; Stage (stratigraphy); Tissue expansion; Hematoma; Mastectomy; Wound dehiscence; Fat necrosis; Mastopexy; Plastic surgery; Retrospective cohort study; Breast cancer; Complication; Cancer; Internal medicine","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006810137,0.0005326497,0.001223553,0.00045743,0.0002905266,0.0002541075,0.0002981726,0.000370732,0.00125673],"category_scores_gemma":[0.0001633603,0.0005186495,0.0001927729,0.0008772249,0.0007933271,0.001672824,0.0002108667,0.000380598,0.00009757443],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009287011,"about_ca_system_score_gemma":0.0008290735,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001860347,"about_ca_topic_score_gemma":0.001317447,"domain_scores_codex":[0.9962135,0.0002335976,0.001060648,0.001050183,0.0004242049,0.001017867],"domain_scores_gemma":[0.9975578,0.0004199348,0.000515199,0.0005059164,0.000422373,0.000578772],"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":[0.003587088,0.0007287156,0.43596,0.0001352729,0.0005182431,0.0002810252,0.0001489462,0.00002112006,0.007653985,0.0005131726,0.0001919747,0.5502605],"study_design_scores_gemma":[0.005685283,0.0007939843,0.2133436,0.002412235,0.0006598897,0.7582434,0.003970748,0.003814212,0.006582246,0.002267792,0.0004735171,0.001753023],"study_design_candidate":"case_report","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9862764,0.00004781466,0.001233491,0.00006374994,0.005366165,0.0008656916,0.0006153299,0.0001310386,0.00540035],"genre_scores_gemma":[0.9913008,0.00001382571,0.007391281,0.00009046422,0.0008707914,0.00002638933,0.0001668697,0.00005071704,0.00008881229],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7579625,"threshold_uncertainty_score":0.9997265,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1000520660824433,"score_gpt":0.3130794338210193,"score_spread":0.213027367738576,"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."}}