{"id":"W2795571219","doi":"10.1177/0194599818757949","title":"Predictors of Complications in Patients Receiving Head and Neck Free Flap Reconstructive Procedures","year":2018,"lang":"en","type":"article","venue":"Otolaryngology","topic":"Reconstructive Surgery and Microvascular Techniques","field":"Medicine","cited_by":110,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Toronto East General Hospital; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Head and neck cancer; Surgery; Comorbidity; Complication; Diabetes mellitus; Logistic regression; Free flap; Malnutrition; Wound healing; Cancer; Radiation therapy; 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":[],"consensus_categories":[],"category_scores_codex":[0.0001311769,0.0001094155,0.0003332323,0.000228956,0.00004515731,0.00000322955,0.00008134521,0.0001317493,0.00003753837],"category_scores_gemma":[0.0004235796,0.0001027696,0.00005057306,0.0001806728,0.000607394,0.00008982209,0.00007065957,0.0001439499,0.000003151771],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003124058,"about_ca_system_score_gemma":0.00007842548,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005898335,"about_ca_topic_score_gemma":0.0001785615,"domain_scores_codex":[0.9991328,0.00006896635,0.0002943526,0.0002650692,0.00006665573,0.0001721306],"domain_scores_gemma":[0.9992592,0.00006417691,0.000114631,0.0003059078,0.0001985722,0.00005745979],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000109323,0.00009583042,0.9904791,0.0000619349,0.00005869272,0.000001476769,0.0002236144,1.461249e-8,0.003684152,0.0004121921,0.000270231,0.004603449],"study_design_scores_gemma":[0.001085091,0.0004512655,0.983108,0.0002060505,0.00002519205,0.0001249242,0.00003568163,0.00000422893,0.01346786,0.0009983693,0.0004131568,0.00008021908],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922286,0.00009827387,0.0000769805,0.00009795696,0.0001151992,0.000527446,0.00001509818,0.00004460004,0.00679583],"genre_scores_gemma":[0.9945604,0.00004311866,0.005159504,0.0001042692,0.00004009635,0.00003736066,0.00001856862,0.00001275704,0.00002397865],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009783711,"threshold_uncertainty_score":0.4190823,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009501205580086445,"score_gpt":0.2534977326638142,"score_spread":0.2439965270837278,"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."}}