{"id":"W4405011609","doi":"10.17944/interdiscip.1549822","title":"Progression of cognitive impairment in hemodialysis patients","year":2024,"lang":"en","type":"article","venue":"Interdisciplinary Medical Journal","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Montreal Cognitive Assessment; Dementia; Medicine; Cognition; Hemodialysis; Cognitive impairment; Cognitive decline; Depression (economics); Malignancy; Prospective cohort study; Kidney disease; Chronic renal failure; Internal medicine; Disease; Psychiatry","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":[0.0003597231,0.0002519423,0.00027427,0.0006562146,0.0007094628,0.0006051995,0.0001927056,0.0003333528,0.001287506],"category_scores_gemma":[0.001592855,0.0001359562,0.0002981696,0.000548639,0.0001913404,0.0003382633,0.0003107921,0.0005705914,0.000187721],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002704005,"about_ca_system_score_gemma":0.0003379822,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004572694,"about_ca_topic_score_gemma":0.004455758,"domain_scores_codex":[0.9998086,0.00003937897,0.00002292931,0.00003276059,0.00005164908,0.00004474099],"domain_scores_gemma":[0.9992657,0.00008030641,0.0003326343,0.00002121675,0.0001067744,0.0001934208],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001457827,0.00007813787,0.9985394,0.000006565805,0.00002053232,0.0001007352,0.00005917611,0.00002100394,0.0000736403,0.000005614028,0.00005644061,0.000892981],"study_design_scores_gemma":[0.00001019175,0.0002141984,0.9991073,0.000005028627,0.00001478509,0.0003674255,0.00008896553,0.00006261949,0.00003408175,0.00001403697,0.00007861775,0.000002701474],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993737,0.0001279985,0.00001884177,0.00001998934,0.000003409209,0.000008072087,0.0001096271,0.00000164671,0.0003367083],"genre_scores_gemma":[0.9996343,0.00005224594,0.00003140519,0.00002091755,0.000007929887,0.000006125528,0.0001442747,4.129992e-7,0.0001023631],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004572694,"threshold_uncertainty_score":0.009092152,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01038433656532263,"score_gpt":0.34877301207936,"score_spread":0.3383886755140373,"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."}}