{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001474589,0.0001069507,0.0002629737,0.0004499251,0.0004077194,0.0004741053,0.0004593096,0.0004260174,0.001101858],"category_scores_gemma":[0.006991589,0.0002050784,0.0002976603,0.0009706828,0.0002085394,0.0007013876,0.0008231578,0.0005257505,0.0001124925],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008522674,"about_ca_system_score_gemma":0.001428105,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02116642,"about_ca_topic_score_gemma":0.03363192,"domain_scores_codex":[0.9986981,0.0004118099,0.0001926084,0.0002651251,0.0002124694,0.0002197954],"domain_scores_gemma":[0.9958885,0.0008171729,0.002611986,0.000130347,0.0002446932,0.0003073965],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002589425,0.0000391564,0.9967766,0.00002372601,0.00002030886,0.00002619176,0.0002004682,0.00004034072,0.00003309763,0.00001700356,0.0001710473,0.00262628],"study_design_scores_gemma":[0.000007134328,0.00006769398,0.9985203,0.00003987243,0.00001189849,0.0001022034,0.0006298122,0.0003318119,0.00002392181,0.00003853826,0.0002240811,0.0000026801],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979074,0.0005618027,0.0001167061,0.0005260064,0.000007927498,0.00002224683,0.0005542118,0.00000338907,0.0003002043],"genre_scores_gemma":[0.9993364,0.0001384974,0.0001069939,0.00007600874,0.000006818492,0.00001711929,0.0002627161,7.258686e-7,0.00005477482],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02116642,"threshold_uncertainty_score":0.04208642,"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."}}