{"id":"W4226078379","doi":"10.1177/20543581221084522","title":"Patient Perspectives on Integrating Risk Prediction Into Kidney Care: Opinion Piece","year":2022,"lang":"en","type":"article","venue":"Canadian Journal of Kidney Health and Disease","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Seven Oaks General Hospital","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Intensive care medicine; Nephrology; Dialysis; Kidney disease; Psychological intervention; Kidney transplantation; Population; Disease; Risk assessment; Artificial kidney; Kidney; Internal medicine; Nursing","routes":{"ca_aff":true,"ca_fund":true,"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":[0.01886926,0.0005501998,0.001128091,0.0006107271,0.003030088,0.005391117,0.002073113,0.01198393,0.01551632],"category_scores_gemma":[0.08524394,0.0003506754,0.001344244,0.0007630523,0.004321767,0.007504776,0.00421988,0.0236724,0.004221457],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005065381,"about_ca_system_score_gemma":0.007239406,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01340753,"about_ca_topic_score_gemma":0.01879184,"domain_scores_codex":[0.9871414,0.006916247,0.0009944191,0.0009228859,0.003203217,0.0008218245],"domain_scores_gemma":[0.9162168,0.04807793,0.002696628,0.00156712,0.02330799,0.008133541],"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":[0.00007438415,0.00006805237,0.002565249,0.0008218697,0.0001062984,0.0004046096,0.002280394,0.0001793399,0.0002331344,0.007674375,0.8762975,0.1092947],"study_design_scores_gemma":[0.000103199,0.0001497226,0.005253823,0.007030238,0.0001878193,0.001558466,0.009116873,0.0004187441,0.000220742,0.02717615,0.948605,0.0001791769],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0004960787,0.008109292,0.0002375456,0.9845117,0.004560183,0.000006159655,0.00004967081,0.00001095853,0.002018474],"genre_scores_gemma":[0.03141985,0.04734185,0.002373029,0.8783333,0.03775488,0.00006562408,0.0001676107,0.00006239241,0.002481408],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01886926,"threshold_uncertainty_score":0.09979141,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007504997743137356,"score_gpt":0.2541499013368408,"score_spread":0.2466449035937034,"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."}}