{"id":"W2157649179","doi":"10.1002/hed.20639","title":"Predictors of morbidity following free flap reconstruction for cancer of the head and neck","year":2007,"lang":"en","type":"article","venue":"Head & Neck","topic":"Reconstructive Surgery and Microvascular Techniques","field":"Medicine","cited_by":263,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital; Princess Margaret Cancer Centre","funders":"","keywords":"Medicine; Perioperative; Head and neck cancer; Surgery; Comorbidity; Free flap reconstruction; Free flap; Univariate analysis; Cancer; Head and neck; Radiation therapy; Multivariate analysis; 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":[0.0004341657,0.0001724589,0.0002197501,0.0002965607,0.000251453,0.0003186785,0.0001831073,0.0002185823,0.001208112],"category_scores_gemma":[0.003514919,0.0001228485,0.000275645,0.0003879239,0.0002226771,0.0002496273,0.0002592885,0.0004225651,0.00009240113],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000171664,"about_ca_system_score_gemma":0.0003096614,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000805827,"about_ca_topic_score_gemma":0.001224805,"domain_scores_codex":[0.9997332,0.00006322325,0.0000425614,0.00002159025,0.00007637388,0.00006305477],"domain_scores_gemma":[0.9969261,0.001102229,0.001426719,0.00006299213,0.0001932022,0.000288661],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004386533,0.00001018194,0.9987977,0.000004027142,0.00001205787,0.0001163919,0.000009281505,0.00003884608,0.0000639409,0.000002780625,0.0000245658,0.000876386],"study_design_scores_gemma":[0.000002750297,0.00009105579,0.9977434,0.000004017015,0.00002083699,0.001704085,0.00005536741,0.0002076032,0.0001023076,0.00001366456,0.00005244911,0.000002456681],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995652,0.0001968772,0.0000815664,0.00002281002,0.000003061003,0.000002929528,0.00003428424,0.000001832535,0.00009140825],"genre_scores_gemma":[0.9997696,0.00007405335,0.0000506991,0.000006321684,0.000006315237,0.000002336916,0.00006581984,7.604589e-7,0.00002403498],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001208112,"threshold_uncertainty_score":0.004041612,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02224447710949459,"score_gpt":0.3005392543219804,"score_spread":0.2782947772124858,"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."}}