{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001423351,0.0005989179,0.002017677,0.000461423,0.0002191243,0.0001616986,0.0002779575,0.0003005493,0.0008656511],"category_scores_gemma":[0.00139233,0.000534363,0.0004057833,0.002137158,0.001048552,0.0007189389,0.0004839708,0.0005570439,0.000098631],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006586206,"about_ca_system_score_gemma":0.0005980847,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000144662,"about_ca_topic_score_gemma":0.00007123593,"domain_scores_codex":[0.9957937,0.0005038186,0.001144147,0.001353113,0.0003453111,0.0008598944],"domain_scores_gemma":[0.9972576,0.001049365,0.0003770995,0.0004895344,0.0004704411,0.0003558815],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001220097,0.0003616331,0.8417257,0.0005051139,0.0005139954,0.0009342165,0.00007208966,9.425166e-7,0.0004212269,0.001203728,0.001902292,0.151139],"study_design_scores_gemma":[0.01045178,0.001293026,0.7298455,0.02601389,0.0007827738,0.214641,0.00217775,0.0007757974,0.002093119,0.004789611,0.003806551,0.003329241],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9724392,0.002168449,0.0001636262,0.0006624604,0.001682718,0.00335989,0.0006983277,0.0004412272,0.0183841],"genre_scores_gemma":[0.9920058,0.004188921,0.002458686,0.0002714722,0.0001781196,0.000383841,0.0001899538,0.00007121831,0.0002519815],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2137068,"threshold_uncertainty_score":0.9997108,"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."}}