{"id":"W2150446569","doi":"10.1111/sdi.12134","title":"Dialysis Initiation: What's the Rush?","year":2013,"lang":"en","type":"review","venue":"Seminars in Dialysis","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":45,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre; Western University","funders":"","keywords":"Medicine; Dialysis; Intensive care medicine; Hemodialysis; Renal function; Observational study; Randomized controlled trial; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.02385075,0.001206515,0.003782835,0.00224028,0.003182213,0.009067831,0.00339991,0.01257159,0.01233609],"category_scores_gemma":[0.0883586,0.0006756171,0.001947897,0.002768057,0.007787142,0.01762787,0.00321487,0.0218888,0.005378646],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006121684,"about_ca_system_score_gemma":0.009877472,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00776957,"about_ca_topic_score_gemma":0.01661474,"domain_scores_codex":[0.9848817,0.008600663,0.001600188,0.001133721,0.003055868,0.0007278309],"domain_scores_gemma":[0.9064839,0.05426976,0.00689054,0.002893428,0.01854658,0.01091583],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005576962,0.000135935,0.004205575,0.005769767,0.0003099525,0.0004742572,0.0009640374,0.000211525,0.0001632962,0.007193296,0.5006689,0.4793457],"study_design_scores_gemma":[0.0004536855,0.0007487189,0.01429653,0.04422643,0.0007656604,0.002564645,0.01014172,0.0007234237,0.0003056402,0.07257227,0.8528752,0.0003260145],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.0005300061,0.2140749,0.0005207119,0.7562098,0.02649227,0.00002088716,0.00007511797,0.00006468864,0.002011539],"genre_scores_gemma":[0.02387972,0.4455065,0.002748515,0.3895546,0.1334009,0.0001805744,0.0002017965,0.0001552743,0.004371947],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.02385075,"threshold_uncertainty_score":0.1261364,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03747813095903646,"score_gpt":0.3260783411106801,"score_spread":0.2886002101516437,"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."}}