{"id":"W2139570319","doi":"10.1002/hed.20786","title":"Outcomes following reirradiation of patients with head and neck cancer","year":2008,"lang":"en","type":"article","venue":"Head & Neck","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"National Cancer Institute","keywords":"Medicine; Head and neck cancer; Radiation therapy; Head and neck; Quality of life (healthcare); Overall survival; Palliative care; Adverse effect; Cancer; Retrospective cohort study; Surgery; 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":[0.00003827176,0.0001341819,0.000459597,0.00005945585,0.0001106765,0.000002986913,0.00002772124,0.00004543552,0.00002679479],"category_scores_gemma":[0.00003768664,0.00009572369,0.00006095344,0.0001408833,0.00005680812,0.00008713693,0.00001919783,0.00008960335,0.000004188571],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005818447,"about_ca_system_score_gemma":0.00009472337,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005431611,"about_ca_topic_score_gemma":0.0003384418,"domain_scores_codex":[0.9991022,0.00001285783,0.0002139355,0.0001978878,0.0002676261,0.0002054651],"domain_scores_gemma":[0.9995588,0.0000327415,0.00006684665,0.0001613085,0.00008190569,0.00009837983],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001545636,0.000100175,0.9951515,0.00008363633,0.00009857726,0.00001284782,0.0009361677,0.000001614637,0.00004219614,0.00000941523,0.0008265841,0.002582707],"study_design_scores_gemma":[0.00397026,0.0005791981,0.9913012,0.0002960019,0.00006606265,0.000002554148,0.00003489952,0.00001334216,0.000129438,0.000005477806,0.003498826,0.0001027162],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960274,0.001338399,0.000003668627,0.0007995401,0.0001476693,0.000287563,0.00001236333,0.00003242203,0.001351014],"genre_scores_gemma":[0.9981064,0.000272268,0.0004298317,0.000578724,0.00004371976,0.00002847146,0.00001107467,0.00001896183,0.0005105057],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003850291,"threshold_uncertainty_score":0.3903499,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02861804463970684,"score_gpt":0.3053360004258669,"score_spread":0.27671795578616,"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."}}