{"id":"W4397045596","doi":"10.1681/asn.20233411s170b","title":"Hospital Health Care Costs Following Incident CKD in Japan, Sweden, and the United States","year":2023,"lang":"en","type":"article","venue":"Journal of the American Society of Nephrology","topic":"Disaster Response and Management","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Medicine; Health care; Emergency medicine; Intensive care medicine; Environmental health; Family medicine; Gerontology; Political science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001769143,0.0001031291,0.0004912204,0.0001073488,0.0002950365,0.000006416167,0.0003451694,0.00003876407,0.00000563172],"category_scores_gemma":[0.00009376698,0.00005782515,0.0002677872,0.0006935021,0.0004523162,0.00005271764,0.0003882917,0.0005125584,0.000004332524],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002108189,"about_ca_system_score_gemma":0.0002049343,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002535272,"about_ca_topic_score_gemma":0.0002634551,"domain_scores_codex":[0.9975799,0.001088452,0.0006135761,0.0001025972,0.0002592025,0.0003562912],"domain_scores_gemma":[0.9976247,0.0008298442,0.001176585,0.000206329,0.0000956937,0.00006686315],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.001352957,0.0001034277,0.09691621,0.0002099441,0.0007710689,0.00001836369,0.3995091,0.0003291126,0.000378556,0.0005052009,0.492226,0.007680056],"study_design_scores_gemma":[0.0027319,0.000584707,0.4305059,0.000153925,0.00005472613,0.000004629406,0.4911936,0.0001862399,0.000001797711,0.0004009987,0.07410779,0.00007382518],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9251102,0.000365173,0.00003064732,0.07380556,0.0002252373,0.0003889979,0.000004708181,0.000009689737,0.00005977503],"genre_scores_gemma":[0.9531781,0.001754996,0.0001192261,0.04465568,0.00008547834,0.00001441209,0.000003425556,0.00001345925,0.0001752065],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4181182,"threshold_uncertainty_score":0.3832589,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02622020529210736,"score_gpt":0.3839709652020038,"score_spread":0.3577507599098965,"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."}}