{"id":"W3171587466","doi":"","title":"Abstract: Uncovering Synergistic Predictors of Complications in Microvascular Breast Reconstruction: A Retrospective Cohort Study","year":2018,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery Global Open","topic":"Reconstructive Surgery and Microvascular Techniques","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Retrospective cohort study; Medicine; Cohort; Breast reconstruction; Breast cancer; Internal medicine; Oncology; 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":[0.001517636,0.000529598,0.001869648,0.0005335675,0.0002156275,0.00009538632,0.0004282511,0.000233913,0.0005949645],"category_scores_gemma":[0.001220932,0.0005294026,0.0004657326,0.001579927,0.001432075,0.0006572385,0.0003262943,0.0004283399,0.00004340508],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001028926,"about_ca_system_score_gemma":0.0008168722,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001859859,"about_ca_topic_score_gemma":0.0006082437,"domain_scores_codex":[0.9958743,0.0002478015,0.00152196,0.001214907,0.0005280044,0.0006130649],"domain_scores_gemma":[0.9962396,0.0007362737,0.0007119721,0.0009386395,0.00110131,0.000272229],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005669777,0.0006092682,0.9817663,0.00007608084,0.001234732,0.00006685479,0.00007263548,0.000003768945,0.001859981,0.0002543977,0.0001616679,0.01332734],"study_design_scores_gemma":[0.001195136,0.0002123975,0.9890139,0.0009617219,0.0003302832,0.003115844,0.0007467614,0.00001498519,0.002717754,0.001163733,0.00007620589,0.0004512822],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9825647,0.00007832844,0.0006120456,0.00003094342,0.001727602,0.002807976,0.0003696333,0.0001215307,0.01168718],"genre_scores_gemma":[0.9972743,0.000040708,0.002110652,0.0000261696,0.0001892783,0.0002396173,0.00005633379,0.00004263606,0.00002035405],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01470949,"threshold_uncertainty_score":0.9997157,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01466984906463449,"score_gpt":0.2698102301389321,"score_spread":0.2551403810742976,"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."}}