{"id":"W4413786052","doi":"10.34067/kid.0000000937","title":"Clinical Inertia in Urgent Dialysis Initiation","year":2025,"lang":"en","type":"article","venue":"Kidney360","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Intensive care medicine; Dialysis; Medicine; Inertia; Internal medicine; Physics","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":[0.0004287488,0.00008168896,0.0002782778,0.000281843,0.00002123832,0.00001556898,0.00005713096,0.00006007609,0.0004390348],"category_scores_gemma":[0.0007716811,0.00006447899,0.0001963577,0.0005258374,0.00002835885,0.00003325511,0.00005862688,0.0001064377,0.00009512428],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005379536,"about_ca_system_score_gemma":0.00015071,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003575682,"about_ca_topic_score_gemma":0.00002121851,"domain_scores_codex":[0.9989727,0.0000770333,0.0004325048,0.0002186103,0.0001619581,0.0001372218],"domain_scores_gemma":[0.9994242,0.0000489264,0.00004709385,0.0002448585,0.00004392706,0.0001909499],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002865966,0.001781774,0.7624666,0.0002363957,0.0005835177,0.0001280581,0.0001383644,0.00005296069,0.0003925791,0.005656703,0.1285999,0.09967649],"study_design_scores_gemma":[0.0018493,0.00004532507,0.8429692,0.0001773887,0.0004947265,2.539053e-7,0.00004555106,0.001211763,0.0001259722,0.000465158,0.1525262,0.00008916154],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7715827,0.0006321077,0.001126304,0.02059112,0.0009755593,0.0006533575,0.000008955524,0.00009322494,0.2043367],"genre_scores_gemma":[0.9880291,0.000200326,0.0001889459,0.008247921,0.0001218286,0.00003011424,0.00007558028,0.000005953528,0.003100285],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2164463,"threshold_uncertainty_score":0.4807124,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02342711079357606,"score_gpt":0.3442514146523452,"score_spread":0.3208243038587691,"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."}}