{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004237233,0.0001099062,0.0003582858,0.00007790587,0.0000612264,0.000003079255,0.00006926229,0.0001086888,0.00001920278],"category_scores_gemma":[0.0001691301,0.00008116613,0.0002846734,0.0001469638,0.0001704835,0.00008078413,0.00003592084,0.0001204494,1.451421e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004409591,"about_ca_system_score_gemma":0.00008898271,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004560538,"about_ca_topic_score_gemma":0.0004101997,"domain_scores_codex":[0.9991257,0.00002537684,0.0003488894,0.0001835192,0.0001372374,0.0001792322],"domain_scores_gemma":[0.9992685,0.00008237395,0.0001500334,0.0003295372,0.0001120743,0.0000574409],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001925033,0.00004415906,0.8491719,0.0002472305,0.0001807056,0.000001701643,0.0001393368,4.412953e-7,0.09918322,0.0001168212,0.0005949264,0.05012699],"study_design_scores_gemma":[0.001127232,0.0001460803,0.5041839,0.0007206119,0.0001515533,0.00008864189,0.00008935347,0.00001127395,0.48897,0.0004982596,0.003933197,0.00007992222],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962685,0.000883016,0.0005966005,0.0001155042,0.0007239703,0.0006159564,0.00003284718,0.00003526421,0.0007283817],"genre_scores_gemma":[0.9953741,0.0001393893,0.004153803,0.00005375309,0.0001282917,0.00002060467,0.000003667719,0.00001547206,0.0001108909],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3897867,"threshold_uncertainty_score":0.3309859,"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."}}