{"id":"W2073958531","doi":"10.3747/pdi.2013.00077","title":"Reflections on Education Interventions and Optimal Dialysis Starts","year":2013,"lang":"en","type":"article","venue":"Peritoneal Dialysis International","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Humber River Regional Hospital; Western University","funders":"","keywords":"Peritoneal dialysis; Medicine; Psychological intervention; Intensive care medicine; Dialysis; Hemodialysis; Internal medicine; Nursing","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":[0.05400084,0.001101701,0.0017792,0.001189032,0.00820764,0.01611235,0.005110688,0.04524292,0.029309],"category_scores_gemma":[0.1848191,0.001047566,0.002526436,0.00101823,0.02411566,0.0309067,0.0132022,0.08920545,0.004178994],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0153222,"about_ca_system_score_gemma":0.05140691,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01324379,"about_ca_topic_score_gemma":0.02472449,"domain_scores_codex":[0.9447678,0.03207932,0.00397261,0.002871848,0.008858761,0.00744964],"domain_scores_gemma":[0.7201001,0.1979774,0.00861726,0.00635137,0.0291051,0.03784879],"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":[0.0001782335,0.0005882515,0.001619365,0.000964841,0.00009072836,0.0005415913,0.006351263,0.0003985743,0.0001162593,0.1401767,0.7606159,0.08835836],"study_design_scores_gemma":[0.0002712534,0.0001461511,0.002644195,0.007293851,0.0001104828,0.0004989015,0.02023354,0.0002265887,0.00038301,0.2224938,0.7455362,0.0001620085],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0002649116,0.003850783,0.0002031813,0.9871867,0.006041768,0.000004240359,0.00000943515,0.000007987502,0.002431041],"genre_scores_gemma":[0.05202418,0.01472375,0.002635521,0.9016542,0.02316796,0.0001295233,0.0000498363,0.00007725344,0.005537655],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.05400084,"threshold_uncertainty_score":0.2855871,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03309279241183648,"score_gpt":0.3696589674798382,"score_spread":0.3365661750680017,"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."}}