{"id":"W4220962231","doi":"10.1111/nep.14040","title":"The need for individualizing teaching and assurance of knowledge transmission to patients training for home dialysis","year":2022,"lang":"en","type":"review","venue":"Nephrology","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Health Science Centre; University of Toronto; Health Sciences Centre; University Health Network","funders":"","keywords":"Medicine; Learning styles; Comprehension; Adverse effect; Dialysis; Medical education; Surgery; Pedagogy; Psychology; 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":[0.007478103,0.0004285809,0.001541838,0.001976245,0.0003178038,0.002169129,0.001091788,0.001784958,0.003903267],"category_scores_gemma":[0.01602863,0.0002092204,0.0009774943,0.001497132,0.0006995982,0.002523185,0.001224616,0.00221195,0.0009051127],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001294293,"about_ca_system_score_gemma":0.007121809,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004093989,"about_ca_topic_score_gemma":0.005287222,"domain_scores_codex":[0.9974893,0.001353302,0.0003178827,0.0002058354,0.00049724,0.0001363868],"domain_scores_gemma":[0.9846457,0.01137896,0.001390383,0.0003258129,0.001762432,0.0004968275],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005074406,0.0001077405,0.0006699769,0.05362879,0.0002103574,0.00006280677,0.0002953814,0.0002054919,0.000360773,0.00210588,0.01014994,0.9321522],"study_design_scores_gemma":[0.0001484062,0.0005295709,0.01552914,0.1819642,0.001266957,0.001434493,0.001469159,0.0003064749,0.000660294,0.005701856,0.7909189,0.00007052418],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0006016346,0.9913175,0.0006887783,0.005493688,0.0002765096,0.00004767978,0.00003683161,0.00002145334,0.001515959],"genre_scores_gemma":[0.008135773,0.9855128,0.003192384,0.002260134,0.0002700674,0.0001056815,0.00007612256,0.000007208428,0.0004398797],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.007478103,"threshold_uncertainty_score":0.03954846,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06270805342725307,"score_gpt":0.3517460111952967,"score_spread":0.2890379577680437,"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."}}