{"id":"W4407673109","doi":"10.1186/s12885-024-13230-5","title":"Financial toxicity questionnaire (FIT): development and validation of the italian version (FITALY) in head and neck cancer patients undergoing multimodal curative treatment","year":2025,"lang":"en","type":"article","venue":"BMC Cancer","topic":"Economic and Financial Impacts of Cancer","field":"Economics, Econometrics and Finance","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Surgical oncology; Medicine; Head and neck cancer; Head and neck; Cancer; Oncology; Medical physics; Internal medicine; Physical therapy; Surgery","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009681071,0.0001493494,0.0002970127,0.0001214973,0.0001276015,0.00002854952,0.00007454335,0.00009250941,0.00002616347],"category_scores_gemma":[0.0000977887,0.000138045,0.00004444606,0.0001701837,0.00007561575,0.000263776,0.00006165171,0.00006629361,0.000002724847],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008692931,"about_ca_system_score_gemma":0.0003437164,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003598581,"about_ca_topic_score_gemma":0.01879174,"domain_scores_codex":[0.9990482,0.00001440743,0.0004274945,0.0003019875,0.00002938502,0.0001785174],"domain_scores_gemma":[0.999527,0.00003228882,0.0002543683,0.0001135691,0.00003867321,0.00003403845],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007748863,0.00008995446,0.9847354,0.00006035672,0.00001991648,1.139502e-7,0.001026634,0.0004204932,0.000006452545,0.00468911,0.0001131124,0.00876091],"study_design_scores_gemma":[0.001956962,0.00006581978,0.9900531,0.0003531522,0.000008021005,7.986873e-8,0.00004280668,0.000404599,0.001996359,0.002083157,0.002881263,0.0001547102],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950152,0.00268392,0.0001300477,0.0003825182,0.0004790312,0.0003604555,0.0001278638,0.000006894441,0.0008140457],"genre_scores_gemma":[0.9983917,0.0006483494,0.0001829921,0.0001387178,0.00003300148,0.00009097759,0.000005074237,0.000008331737,0.0005008923],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01519316,"threshold_uncertainty_score":0.9991127,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02668329587212982,"score_gpt":0.2648674171464467,"score_spread":0.2381841212743169,"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."}}