{"id":"W2126880050","doi":"10.1093/ndt/gfs431","title":"Factors associated with suboptimal initiation of dialysis despite early nephrologist referral","year":2012,"lang":"en","type":"article","venue":"Nephrology Dialysis Transplantation","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":86,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; St. Michael's Hospital; University of Toronto; Sunnybrook Health Science Centre; Humber River Regional Hospital; Queen's University","funders":"","keywords":"Medicine; Nephrology; Dialysis; Referral; Central venous catheter; Kidney disease; Internal medicine; Intensive care medicine; Arteriovenous fistula; Catheter; Emergency medicine; Hemodialysis; Surgery; Family medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009881613,0.0001631086,0.0002314372,0.0005975216,0.0004816394,0.0006491653,0.0002946991,0.0003634374,0.001930383],"category_scores_gemma":[0.008444189,0.0001589636,0.0002074594,0.0009998397,0.0002997249,0.0002947966,0.0004020849,0.000742122,0.0001341014],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009589731,"about_ca_system_score_gemma":0.001718447,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01663745,"about_ca_topic_score_gemma":0.02580531,"domain_scores_codex":[0.9987184,0.0003124286,0.0002507197,0.0001855541,0.0003157009,0.0002172213],"domain_scores_gemma":[0.9840874,0.003721201,0.008870014,0.0002939595,0.001088465,0.001938979],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001191566,0.000007856632,0.9993325,0.000004489785,0.000003975177,0.0000677791,0.0000601356,0.00002658863,0.00003414901,0.000004322497,0.00005604853,0.000390281],"study_design_scores_gemma":[0.000001632633,0.00003166809,0.998961,0.00001115086,0.000008279398,0.000466526,0.0002093851,0.0001534627,0.00005409508,0.000009544206,0.00009063611,0.000002751952],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987651,0.000275766,0.00009449463,0.000206191,0.000004937754,0.000006606556,0.0001101344,0.000007067699,0.0005296844],"genre_scores_gemma":[0.9997048,0.00005889556,0.000095959,0.00002733541,0.000008957334,0.000002376172,0.00006832845,0.000001488679,0.00003186119],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01663745,"threshold_uncertainty_score":0.03308123,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07639014562881977,"score_gpt":0.3315399782174588,"score_spread":0.255149832588639,"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."}}