{"id":"W4400281068","doi":"10.1093/qjmed/hcae070.285","title":"Frailty in Hemodialysis Patient","year":2024,"lang":"en","type":"article","venue":"QJM","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Hemodialysis; Medicine; Intensive care medicine; Internal medicine","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":[0.0002344886,0.0001356589,0.0002483047,0.0006344682,0.0005198962,0.000417308,0.0001328688,0.0002325957,0.00371465],"category_scores_gemma":[0.001113499,0.00008913429,0.0002257857,0.0005710068,0.0001768466,0.0002641293,0.0003650168,0.000482572,0.0002209067],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002458027,"about_ca_system_score_gemma":0.0002306875,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00195254,"about_ca_topic_score_gemma":0.002245357,"domain_scores_codex":[0.9997762,0.00004395238,0.00003119964,0.00004175687,0.00004992379,0.00005697769],"domain_scores_gemma":[0.9995341,0.00006369574,0.0001873522,0.0000158893,0.00005139637,0.0001477001],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004342633,0.00004109484,0.9965352,0.00001949972,0.00001427359,0.0002533508,0.0001118804,0.00001792914,0.00007911574,0.00002216651,0.0003528464,0.002509207],"study_design_scores_gemma":[0.00000394889,0.00009566474,0.9980202,0.00002804594,0.00001111404,0.001051561,0.0002347734,0.00007187796,0.00003186732,0.00005460766,0.000392639,0.000003829579],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971149,0.0008932893,0.00004465846,0.0001906341,0.00001917513,0.000009012816,0.0003277017,0.000002563188,0.001398095],"genre_scores_gemma":[0.999339,0.0001912624,0.00002136876,0.00005048619,0.00001877025,0.000005967584,0.0001671365,3.768346e-7,0.0002054833],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00371465,"threshold_uncertainty_score":0.01242673,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01627071795053251,"score_gpt":0.2747742267380758,"score_spread":0.2585035087875432,"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."}}