{"id":"W4367173922","doi":"10.1111/hdi.13092","title":"Association between vascular access type and depression in hemodialysis patients","year":2023,"lang":"en","type":"article","venue":"Hemodialysis International","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Hemodialysis; Depression (economics); Beck Depression Inventory; Arteriovenous fistula; Fistula; Catheter; Internal medicine; Vascular access; Diabetes mellitus; Kidney disease; Surgery; Psychiatry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.0003478062,0.00008366843,0.000194483,0.0003530274,0.0002109993,0.0003250954,0.0001501904,0.0002388387,0.001500331],"category_scores_gemma":[0.001342706,0.0001192779,0.0001995277,0.0005231655,0.0001326872,0.0001656005,0.0001590973,0.0003677755,0.00009872459],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001468522,"about_ca_system_score_gemma":0.0001268475,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001724151,"about_ca_topic_score_gemma":0.002536466,"domain_scores_codex":[0.9997227,0.00008878209,0.00004091225,0.00003625945,0.00007205223,0.0000393292],"domain_scores_gemma":[0.9989273,0.0002126554,0.0005671962,0.00002742686,0.00008014511,0.000185276],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002492628,0.00002341841,0.9992939,0.000006774698,0.00001791519,0.00002527454,0.00002609589,0.00000678556,0.00006486202,0.000003117349,0.00003467251,0.0004722635],"study_design_scores_gemma":[0.000002301023,0.00005386919,0.9996035,0.000004691348,0.000007485458,0.0001836288,0.00005196502,0.00003376956,0.00001602157,0.000004784315,0.00003721931,8.650201e-7],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992557,0.0002349224,0.00002575752,0.00004596845,0.000003487964,0.000004842327,0.0001696532,0.00000111602,0.0002585556],"genre_scores_gemma":[0.9997274,0.00009778668,0.00003287012,0.00002016628,0.00000495439,0.000003224104,0.00007204487,2.503213e-7,0.00004127196],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001724151,"threshold_uncertainty_score":0.005019128,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01974402482579153,"score_gpt":0.2989955308394696,"score_spread":0.2792515060136781,"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."}}