{"id":"W2095249706","doi":"10.1053/ajkd.2000.19931","title":"Research directions: New clinical frontiers","year":2000,"lang":"en","type":"article","venue":"American Journal of Kidney Diseases","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Joseph’s Healthcare Hamilton; McMaster University; St. Joseph's Hospital","funders":"","keywords":"Medicine; Peritoneal dialysis; Intensive care medicine; Nephrology; Psychological intervention; Kidney disease; Dialysis; Quality of life (healthcare); Hemodialysis; Population; Disease; Natural history; Health care; Internal medicine; Nursing; Environmental health","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":[0.05252489,0.002096467,0.004685564,0.004182333,0.003855468,0.01785497,0.005223801,0.02196869,0.03745536],"category_scores_gemma":[0.03832689,0.0009961288,0.002445567,0.003480659,0.01606172,0.03428421,0.006378005,0.01938339,0.007778118],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006767299,"about_ca_system_score_gemma":0.03350221,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002329017,"about_ca_topic_score_gemma":0.005509668,"domain_scores_codex":[0.9870034,0.006222862,0.001473315,0.001289125,0.002107862,0.00190343],"domain_scores_gemma":[0.8782531,0.07505486,0.00403792,0.003891705,0.02229376,0.01646871],"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":[0.001803005,0.001651922,0.004885041,0.008572984,0.0002128432,0.001216939,0.001311397,0.0006454493,0.001411883,0.1723581,0.3763891,0.4295413],"study_design_scores_gemma":[0.001121007,0.0008187661,0.003379339,0.01450852,0.0002798076,0.001299405,0.01001384,0.001308547,0.0004567771,0.326579,0.6399815,0.000253453],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001456704,0.4291284,0.003873779,0.5322552,0.0204887,0.00008821132,0.0002516221,0.0002262361,0.01223108],"genre_scores_gemma":[0.06914479,0.5548581,0.02633867,0.2404928,0.09970238,0.0006671492,0.001332413,0.000182966,0.007280702],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.05252489,"threshold_uncertainty_score":0.2777815,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03273337984830538,"score_gpt":0.3879564869688219,"score_spread":0.3552231071205165,"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."}}