{"id":"W3002485197","doi":"10.1136/bmjopen-2019-033315","title":"Are adverse events in newly trained home dialysis patients related to learning styles? A single-centre retrospective study from Toronto, Canada","year":2020,"lang":"en","type":"article","venue":"BMJ Open","topic":"Learning Styles and Cognitive Differences","field":"Psychology","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network; Health Sciences Centre; University of Toronto; Sunnybrook Health Science Centre","funders":"University Health Network","keywords":"Medicine; Adverse effect; Dialysis; Psychological intervention; Retrospective cohort study; Peritoneal dialysis; Logistic regression; Home hemodialysis; Emergency medicine; Internal medicine; Nursing","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0003810597,0.0003089065,0.0003697627,0.0008473703,0.001335707,0.0008241888,0.0005789422,0.0003384613,0.001601923],"category_scores_gemma":[0.001107745,0.0003476723,0.0005445541,0.00193345,0.0004959374,0.0002800662,0.0006125193,0.0004339036,0.0002146436],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004997227,"about_ca_system_score_gemma":0.004199184,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7441291,"about_ca_topic_score_gemma":0.7804165,"domain_scores_codex":[0.9994311,0.00004709843,0.0000805509,0.0001239999,0.0001563339,0.0001609531],"domain_scores_gemma":[0.9980156,0.0001166816,0.0007429058,0.00008998905,0.0005215232,0.000513237],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002826893,0.000008578092,0.9992974,0.0000109321,0.0000115697,0.00006361091,0.0001482856,0.000007882194,0.00005563847,0.000004542364,0.00006534922,0.0002978824],"study_design_scores_gemma":[0.000002569928,0.00003187242,0.9993697,0.000007913103,0.000009591847,0.00009224261,0.0003464823,0.00002707602,0.00001528238,0.000002208872,0.000092474,0.000002770887],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997841,0.000291451,0.00004225724,0.00003754543,0.000003975605,0.00002972335,0.00115645,0.000002926779,0.0005947936],"genre_scores_gemma":[0.9988484,0.0002317962,0.00003236643,0.00004116392,0.000004717471,0.00001269277,0.0006080936,0.00000127382,0.0002193857],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2558709,"threshold_uncertainty_score":0.5147556,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04060671765107348,"score_gpt":0.3283322239730619,"score_spread":0.2877255063219885,"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."}}