{"id":"W4319333930","doi":"10.1002/lary.30595","title":"Gaps in Depression Symptom Management for Patients With Head and Neck Cancer","year":2023,"lang":"en","type":"article","venue":"The Laryngoscope","topic":"Cancer survivorship and care","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; Health Sciences Centre; Public Health Ontario; University Health Network; Dalhousie University; University of Toronto; Institute for Clinical Evaluative Sciences; Sunnybrook Health Science Centre","funders":"Canadian Cancer Society; Canadian Institutes of Health Research; Centralized Otolaryngology Research Efforts","keywords":"Referral; Medicine; Depression (economics); Palliative care; Psychiatric assessment; Head and neck cancer; Population; Psychiatry; Retrospective cohort study; Cohort; Cancer; Family medicine; Internal medicine; Nursing","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008635542,0.00007994171,0.0001251433,0.00005388741,0.00005244388,0.0000108361,0.00005215548,0.00002554106,0.00002823727],"category_scores_gemma":[0.000004144956,0.00004634912,0.00001762455,0.0002300593,0.00002275657,0.00003422895,0.0000546922,0.00006157576,0.000008025371],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003310003,"about_ca_system_score_gemma":0.00001449702,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006026632,"about_ca_topic_score_gemma":0.002168751,"domain_scores_codex":[0.9994257,0.00001371232,0.00008100204,0.0001604754,0.0001409858,0.000178111],"domain_scores_gemma":[0.9997147,0.00002993743,0.00002149806,0.0001659704,0.00002536109,0.00004251164],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000836951,0.0000578973,0.9672442,0.0003244454,0.00004824756,0.000009741797,0.001078089,0.00001145755,0.00002702275,0.00007410012,0.003802504,0.02648535],"study_design_scores_gemma":[0.002908559,0.0001842888,0.9709814,0.0005851645,0.00005565618,5.864264e-7,0.0002045573,0.00008453238,0.0001087398,0.00006764138,0.02474186,0.00007702261],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960216,0.0006260586,0.000009111133,0.0008014059,0.0001448593,0.0007666437,0.00001808718,0.00004204864,0.001570188],"genre_scores_gemma":[0.996843,0.0004427078,0.00003847777,0.0006630211,0.00005387921,0.0003039155,0.00003962282,0.00001941226,0.001595903],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02640832,"threshold_uncertainty_score":0.1890062,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01135918639513137,"score_gpt":0.2815848134084505,"score_spread":0.2702256270133191,"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."}}