{"id":"W4398233673","doi":"10.1093/ndt/gfae069.831","title":"#782 Latent profiles of patients undergoing maintenance hemodialysis based on hemodynamic indicators","year":2024,"lang":"en","type":"article","venue":"Nephrology Dialysis Transplantation","topic":"Statistical and Computational Modeling","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Montreal Heart Institute; McGill University Health Centre; McGill University","funders":"","keywords":"Hemodynamics; Hemodialysis; Medicine; Intensive care medicine; Internal medicine; Cardiology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001895691,0.0001683828,0.0002474956,0.0005705688,0.00008326353,0.00005460875,0.0003013629,0.00009653004,0.00001937097],"category_scores_gemma":[0.00002826586,0.0001478393,0.0001498473,0.0008406275,0.00006739127,0.000201977,0.00001683086,0.0001347165,0.00002980584],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005807332,"about_ca_system_score_gemma":0.0001176517,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001418422,"about_ca_topic_score_gemma":0.00001509471,"domain_scores_codex":[0.9983428,0.0001329809,0.0004073101,0.0004882365,0.000394906,0.0002338003],"domain_scores_gemma":[0.9987181,0.000830724,0.00009771326,0.0002066005,0.00008523272,0.000061628],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004129925,0.0005925224,0.0210998,0.000737072,0.0004505966,0.00009056034,0.001791514,0.57213,0.001074948,0.2486679,0.0001457561,0.1528064],"study_design_scores_gemma":[0.0005865303,0.0001604718,0.04459701,0.00007366057,0.0001380556,0.000001395279,0.000003083941,0.9447433,0.0004971699,0.009022415,0.00002540554,0.0001514921],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2709473,0.000022576,0.7280514,0.0004198355,0.000155004,0.0001169644,0.00004579301,0.0001092223,0.0001319316],"genre_scores_gemma":[0.9759468,0.00003753839,0.0230546,0.0006274058,0.00002903485,0.00003692997,0.0002450717,0.00001177075,0.00001081148],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7049996,"threshold_uncertainty_score":0.6028712,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00780697178200974,"score_gpt":0.2236235981520679,"score_spread":0.2158166263700582,"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."}}