{"id":"W7132960991","doi":"","title":"Examining the Influence of Pre-Existing Mental Health Conditions among End-Stage Kidney Disease Patients at Dialysis Initiation in Ontario","year":2024,"lang":"","type":"dissertation","venue":"TSpace","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Health Services and Policy Research","funders":"","keywords":"Dialysis; Kidney disease; Cohort; Peritoneal dialysis; Health care; Emergency department; Mental health","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":[0.0006882747,0.0001949112,0.0004198426,0.0008562743,0.00292324,0.001184146,0.0009686282,0.000334823,0.001983288],"category_scores_gemma":[0.003604618,0.0002988153,0.0008712611,0.002325116,0.0005363043,0.0005756305,0.001234766,0.0006268393,0.0001201398],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0268976,"about_ca_system_score_gemma":0.03166821,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.978745,"about_ca_topic_score_gemma":0.9925155,"domain_scores_codex":[0.9990514,0.0001055099,0.00007178568,0.0001123874,0.0002821486,0.0003767084],"domain_scores_gemma":[0.9965972,0.0002766058,0.0008770368,0.00008529095,0.001183568,0.0009803058],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003374455,0.00002240009,0.9954199,0.00003921046,0.00003452308,0.00004908314,0.0014694,0.00003180305,0.00007857464,0.00006517664,0.0005115805,0.002244765],"study_design_scores_gemma":[0.000004136191,0.000013133,0.9979114,0.00002616787,0.00001767595,0.00001821023,0.001342824,0.00006682843,0.0000175919,0.00001280962,0.0005660876,0.000003146327],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940096,0.000479513,0.00009331365,0.0008362288,0.00001321178,0.00005562216,0.001630815,0.000004485633,0.002877305],"genre_scores_gemma":[0.9981749,0.0004274942,0.0001242291,0.0001224451,0.000009965572,0.00002797725,0.0005140805,0.000002257185,0.0005965654],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0268976,"threshold_uncertainty_score":0.1951567,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02711602145554994,"score_gpt":0.3314861789227839,"score_spread":0.3043701574672339,"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."}}