{"id":"W7096880072","doi":"","title":"RESEARCH Open Access An assessment of dialysis provider’s attitudes towards timing of dialysis initiation in Canada","year":2016,"lang":"en","type":"article","venue":"","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Dialysis; Nephrology; Home dialysis; Likert scale; Dialysis adequacy; Clinical Practice; Hemodialysis","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":[0.002585412,0.0001079658,0.0002320346,0.001411225,0.002279994,0.001606476,0.000819845,0.0003893558,0.004557245],"category_scores_gemma":[0.01231178,0.0001620304,0.000297082,0.002295658,0.0007616564,0.0005433694,0.0009764178,0.0004955633,0.0002140871],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02348703,"about_ca_system_score_gemma":0.044426,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9716572,"about_ca_topic_score_gemma":0.9804251,"domain_scores_codex":[0.9972439,0.0003526942,0.0002073133,0.0001800623,0.001422072,0.0005940426],"domain_scores_gemma":[0.9822135,0.002178812,0.00344861,0.0002256329,0.008722038,0.003211428],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008232503,0.0001046954,0.9790495,0.00007454454,0.00001890174,0.00008725667,0.005642998,0.000068593,0.00017766,0.0001616174,0.001990911,0.01254091],"study_design_scores_gemma":[0.00001080092,0.00005669625,0.9852037,0.00008354873,0.00001157842,0.00006458325,0.01077076,0.0003350176,0.00009466851,0.00002538938,0.003325216,0.00001786603],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9897495,0.0003331506,0.0001394558,0.001194765,0.0000136794,0.0001154417,0.001293739,0.00001147696,0.007148763],"genre_scores_gemma":[0.9979011,0.0003540586,0.0003236861,0.0002079306,0.000007675108,0.00002989862,0.0003282987,0.000003411221,0.0008439232],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02834278,"threshold_uncertainty_score":0.1704111,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.17620761184762,"score_gpt":0.4925201827301037,"score_spread":0.3163125708824838,"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."}}