{"id":"W4386773816","doi":"10.1097/gox.0000000000005231","title":"Improved Operative Efficiency and Surgical Times in Autologous Breast Reconstruction: A 15-year Single-center Retrospective Review","year":2023,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery Global Open","topic":"Reconstructive Surgery and Microvascular Techniques","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Breast reconstruction; DIEP flap; Surgery; Retrospective cohort study; Medical record; Single Center; Mastectomy; Breast cancer; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00159718,0.0001759466,0.0004413575,0.002554001,0.0002490615,0.0006728291,0.0004092104,0.0003706038,0.000825785],"category_scores_gemma":[0.004754011,0.0002615746,0.0006139156,0.003532763,0.0003135459,0.0006215507,0.000354713,0.0002519586,0.0001692869],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003849078,"about_ca_system_score_gemma":0.0007140001,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002052512,"about_ca_topic_score_gemma":0.002758463,"domain_scores_codex":[0.9984304,0.0002814528,0.0005678534,0.0002864895,0.0003241668,0.0001095209],"domain_scores_gemma":[0.9907846,0.002213976,0.005685132,0.0002550058,0.0008166742,0.0002445802],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007824,0.00001660085,0.9909527,0.0004606795,0.0002103458,0.0006297037,0.0001151373,0.00002941062,0.0001519828,0.0000177959,0.0002265669,0.007110856],"study_design_scores_gemma":[0.000007128837,0.0001084945,0.9937302,0.000211485,0.0002271423,0.004084324,0.0003988179,0.00006879567,0.0001378436,0.000008181542,0.001010619,0.000007031198],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9648753,0.03322677,0.0001674422,0.0000858104,0.00002123138,0.00002692982,0.001118848,0.000007045353,0.0004705873],"genre_scores_gemma":[0.9876203,0.0112258,0.0001798481,0.00006846879,0.00003347261,0.00002591605,0.0007586018,0.000003685579,0.00008399844],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002554001,"threshold_uncertainty_score":0.008446813,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01770611970992116,"score_gpt":0.284690647845884,"score_spread":0.2669845281359629,"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."}}