{"id":"W2937830464","doi":"10.1097/prs.0000000000005695","title":"Synergistic Interaction Increases Complication Rates following Microvascular Breast Reconstruction","year":2019,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery","topic":"Reconstructive Surgery and Microvascular Techniques","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Society of Plastic Surgeons; University Health Network","funders":"","keywords":"Medicine; Perioperative; Breast reconstruction; Complication; Absolute risk reduction; Logistic regression; Surgery; Body mass index; Internal medicine; Breast cancer; Confidence interval; 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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007057916,0.0005206651,0.001210209,0.0008881542,0.0002030491,0.00009137424,0.0001179655,0.0002743703,0.0009465927],"category_scores_gemma":[0.0009909958,0.0005107074,0.001136951,0.0006318858,0.0003142035,0.0007826684,0.00006529165,0.0005108325,0.0003993755],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003975334,"about_ca_system_score_gemma":0.0003587512,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001911383,"about_ca_topic_score_gemma":0.000007643337,"domain_scores_codex":[0.9968563,0.0002866838,0.0009451652,0.0009700364,0.0003709579,0.0005708115],"domain_scores_gemma":[0.995427,0.002761119,0.0004872469,0.0006596281,0.0004103129,0.0002547195],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005174091,0.0001931465,0.6968853,0.0002622749,0.001207345,0.00005962081,0.00003257817,0.000007184952,0.1782333,0.0002861137,0.0002052795,0.1221104],"study_design_scores_gemma":[0.002690853,0.0002463082,0.7429206,0.004982224,0.001568343,0.0374118,0.001941178,0.0009982088,0.2014721,0.001625255,0.00205988,0.002083302],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9892665,0.0002865311,0.003111582,0.00004165958,0.003426202,0.0008199456,0.00004345961,0.000397373,0.002606752],"genre_scores_gemma":[0.9959897,0.0001162797,0.003046464,0.00006173956,0.0002588037,0.00009489155,0.0002405299,0.00007825053,0.0001133845],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1200271,"threshold_uncertainty_score":0.9999667,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01336398269519495,"score_gpt":0.2512805172343438,"score_spread":0.2379165345391488,"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."}}