{"id":"W4245665076","doi":"10.1016/j.ekir.2020.02.512","title":"SAT-481 NEPHROLOGY IMMERSION: A SUCCESSFUL NATURAL EXPERIMENT","year":2020,"lang":"en","type":"article","venue":"Kidney International Reports","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Nephrology; Internal medicine; Medical education; Kidney; Medical school; Family 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":[],"consensus_categories":[],"category_scores_codex":[0.007437294,0.0008417415,0.0007415653,0.0003553494,0.002507926,0.002661348,0.001871837,0.002997588,0.0127764],"category_scores_gemma":[0.02623614,0.0006540508,0.000660796,0.0002895015,0.002378455,0.001984162,0.003210161,0.004631164,0.003494129],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009968195,"about_ca_system_score_gemma":0.00279519,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001322592,"about_ca_topic_score_gemma":0.002641074,"domain_scores_codex":[0.995637,0.00258911,0.0001721524,0.0005364263,0.0005718173,0.0004934862],"domain_scores_gemma":[0.9799824,0.01234803,0.0006141998,0.002064518,0.001733838,0.003256991],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.03717615,0.256206,0.03170181,0.004820946,0.0005725716,0.003413052,0.1656094,0.009190036,0.05015432,0.0306133,0.1227234,0.287819],"study_design_scores_gemma":[0.01943803,0.2673755,0.07711447,0.002247767,0.0004944048,0.001779058,0.09569205,0.03163508,0.04757394,0.07167771,0.3836345,0.001337484],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9576135,0.0001751976,0.01035458,0.003113859,0.0005393682,0.00405351,0.001097898,0.0004446375,0.02260739],"genre_scores_gemma":[0.9364244,0.0002426501,0.03247146,0.004304252,0.0002226893,0.01059784,0.001054785,0.0002166801,0.01446521],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0127764,"threshold_uncertainty_score":0.04274136,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3502255167890714,"score_gpt":0.5146142095006141,"score_spread":0.1643886927115427,"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."}}