{"id":"W4389684411","doi":"10.1681/asn.0000000000000288","title":"Predicting Outcomes in Nephrology: Lots of Tools, Limited Uptake: How Do We Move Forward?","year":2023,"lang":"en","type":"article","venue":"Journal of the American Society of Nephrology","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Paul's Hospital; University of British Columbia","funders":"","keywords":"Nephrology; Internal medicine; Medicine; Intensive care 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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.2692312,0.00379212,0.01050189,0.009295814,0.004587227,0.02446226,0.01386705,0.01979306,0.009045676],"category_scores_gemma":[0.3425923,0.002695105,0.00521672,0.008335262,0.01589998,0.06211276,0.01721959,0.03953648,0.003878544],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01373919,"about_ca_system_score_gemma":0.03458659,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03928678,"about_ca_topic_score_gemma":0.03252343,"domain_scores_codex":[0.9044836,0.053971,0.01243687,0.007146416,0.01760851,0.004353538],"domain_scores_gemma":[0.4470985,0.38737,0.01504523,0.01417464,0.1109181,0.02539362],"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":[0.0005186567,0.0004751394,0.03985922,0.01466989,0.001038956,0.0003529144,0.004276436,0.001528216,0.0002375714,0.01915127,0.2370142,0.6808775],"study_design_scores_gemma":[0.0008270247,0.001803755,0.06066563,0.1612999,0.002417349,0.001440793,0.02866374,0.01480752,0.0007830512,0.2701134,0.4553544,0.001823472],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001857277,0.164266,0.005406253,0.8210056,0.005282335,0.0001408468,0.0005077668,0.0002760567,0.00125797],"genre_scores_gemma":[0.08783638,0.3824166,0.09563292,0.3818997,0.04554008,0.001934099,0.002360908,0.0006554813,0.001723863],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2692312,"threshold_uncertainty_score":0.901168,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3175150940354981,"score_gpt":0.4747677594029341,"score_spread":0.157252665367436,"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."}}