{"id":"W3199349669","doi":"10.21834/jabs.v6i19.389","title":"Factors Contributing to Depression and Cognitive Impairment Among Patients on Hemodialysis","year":2021,"lang":"en","type":"article","venue":"Journal of ASIAN Behavioural Studies","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Depression (economics); Hemodialysis; Cognitive impairment; Cognition; Beck Depression Inventory; Medicine; Montreal Cognitive Assessment; Cross-sectional study; Psychiatry; Clinical psychology; Psychology; Anxiety","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002025708,0.0001523728,0.0005243108,0.0001451215,0.0001573852,0.00003446858,0.00003309585,0.0000301095,0.00002274453],"category_scores_gemma":[0.0004080753,0.00009145557,0.0002329612,0.0001601785,0.00004200435,0.00006707547,0.0001392372,0.0001278207,0.000001708495],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001064735,"about_ca_system_score_gemma":0.00002065195,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006930623,"about_ca_topic_score_gemma":0.00001149704,"domain_scores_codex":[0.9987165,0.00006486633,0.0003932094,0.0001591201,0.0004478472,0.0002184799],"domain_scores_gemma":[0.9987215,0.00006542041,0.0002506599,0.00006901693,0.0006424123,0.0002509866],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002191135,0.0004902686,0.9815341,0.00002395465,0.000828454,0.0002105964,0.001168849,0.000002629281,0.00004870235,0.00000148312,0.0004433245,0.0150285],"study_design_scores_gemma":[0.002045534,0.0006741402,0.984488,0.0007739118,0.001859058,0.000003076965,0.007682556,0.000001203877,0.002339939,0.000006122226,0.00003258974,0.00009392556],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978937,0.0007371129,0.00001837866,0.0007555602,0.0001704966,0.0001959681,0.00001508234,0.000005465467,0.0002082558],"genre_scores_gemma":[0.9994472,0.00008592623,0.00004959712,0.0002183437,0.00006811299,0.000003837857,0.0000118472,0.000008818483,0.000106299],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01493458,"threshold_uncertainty_score":0.372945,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03282877893585559,"score_gpt":0.3079109452891158,"score_spread":0.2750821663532602,"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."}}