{"id":"W4412488977","doi":"10.1001/jamaoto.2025.1976","title":"Patients With Head and Neck Cancer and High Health Care Costs","year":2025,"lang":"en","type":"article","venue":"JAMA Otolaryngology–Head & Neck Surgery","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; Health Sciences Centre; Occupational Cancer Research Centre; Sunnybrook Health Science Centre; University of Toronto; University Health Network; University of Calgary; Institute for Clinical Evaluative Sciences; Public Health Ontario","funders":"","keywords":"Medicine; Head and neck cancer; Health care; Cohort; Psychological intervention; Cancer; Retrospective cohort study; Logistic regression; Cancer registry; Population; Emergency medicine; Cohort study; Environmental health; Surgery; Internal medicine; Nursing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0002878801,0.0001815939,0.000332487,0.000514503,0.0008469837,0.0006823013,0.0003473271,0.0003268976,0.002812657],"category_scores_gemma":[0.00168732,0.0001929326,0.0003628406,0.002011637,0.0003324803,0.0003330063,0.000475972,0.0004214272,0.0001950055],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001842423,"about_ca_system_score_gemma":0.002923296,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1344751,"about_ca_topic_score_gemma":0.2678822,"domain_scores_codex":[0.9995068,0.00005419277,0.00005088299,0.00008423949,0.0001681032,0.0001357397],"domain_scores_gemma":[0.9994496,0.00006933569,0.0002972143,0.00002559123,0.00006876462,0.00008945534],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002580163,0.00001348388,0.9983678,0.00001553645,0.00002848929,0.00006155465,0.00002238426,0.00004791728,0.00004778882,0.00001781509,0.0003217488,0.001029721],"study_design_scores_gemma":[0.000007369799,0.00001182137,0.9991859,0.00001021879,0.00002039961,0.0002389814,0.00008703549,0.0001074213,0.00001923779,0.00002443198,0.0002850376,0.000002130568],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958196,0.0004167583,0.00006001074,0.0002875961,0.000009403017,0.00003183725,0.002236269,0.000004151982,0.001134388],"genre_scores_gemma":[0.997851,0.0002593328,0.0001076554,0.00009819731,0.0000225555,0.00002391094,0.001404962,9.521476e-7,0.0002313572],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1344751,"threshold_uncertainty_score":0.2673848,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01200376192798066,"score_gpt":0.2848356855686381,"score_spread":0.2728319236406575,"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."}}