{"id":"W7006104020","doi":"","title":"SYMPTOMS AND MENTAL HEALTH SERVICE USE IN CHRONIC KIDNEY DISEASE","year":2024,"lang":"en","type":"dissertation","venue":"MacSphere (McMaster University)","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mental health; Addiction; Kidney disease; Mental health service; Dialysis; Epidemiology; Comorbidity; Cohort; Public health","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004299005,0.00009756931,0.00014411,0.0003142198,0.001109835,0.001210374,0.00015793,0.0002929536,0.004841075],"category_scores_gemma":[0.001164346,0.000150678,0.0001858758,0.000616672,0.0003120932,0.0003932036,0.0006887311,0.0008675047,0.0003684561],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001680449,"about_ca_system_score_gemma":0.00384761,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04718726,"about_ca_topic_score_gemma":0.1630519,"domain_scores_codex":[0.9998512,0.00003973114,0.000007606346,0.00001369616,0.00005276568,0.00003483743],"domain_scores_gemma":[0.9997515,0.00007327917,0.00003054599,0.00000533384,0.00004750732,0.00009185474],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00007245543,0.0004396847,0.1570104,0.002358508,0.00007253106,0.0002222547,0.05528237,0.0002937979,0.0005521054,0.02054589,0.3002816,0.4628683],"study_design_scores_gemma":[0.00001449358,0.0001159666,0.7756138,0.002331753,0.00003321904,0.0002468202,0.02455379,0.0001567373,0.0001353517,0.003730069,0.1930496,0.00001841935],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5270364,0.123927,0.0004373449,0.09824412,0.001678131,0.000405746,0.003180023,0.00003999002,0.2450513],"genre_scores_gemma":[0.7187493,0.1880815,0.001856605,0.00962083,0.0007797009,0.0003410638,0.00161831,0.00002274686,0.07893001],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04718726,"threshold_uncertainty_score":0.09382522,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009561224485652992,"score_gpt":0.2309810406508909,"score_spread":0.2214198161652379,"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."}}