{"id":"W2978046943","doi":"10.1177/2054358119879778","title":"Electronic Advice Request System for Nephrology in Alberta: Pilot Results and Implementation","year":2019,"lang":"en","type":"article","venue":"Canadian Journal of Kidney Health and Disease","topic":"Healthcare Systems and Technology","field":"Business, Management and Accounting","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Health Services; University of Calgary; University of Alberta","funders":"","keywords":"Medicine; Nephrology; Referral; Family medicine; Primary care; Internal medicine; Medical emergency","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006475253,0.0000980663,0.0002485781,0.000467643,0.0001241351,0.00005424894,0.00007676531,0.00004692977,0.00000858515],"category_scores_gemma":[0.001624425,0.00009226847,0.00002345591,0.0001565142,0.00002383797,0.0003067443,0.000009373041,0.000132501,0.00000548394],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002002697,"about_ca_system_score_gemma":0.01103559,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2194339,"about_ca_topic_score_gemma":0.2553929,"domain_scores_codex":[0.9987174,0.00002734364,0.0005265038,0.000165877,0.00005967274,0.0005032086],"domain_scores_gemma":[0.9974316,0.0000411908,0.000378175,0.0001006671,0.0001161336,0.001932189],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001877582,0.00004210908,0.4175963,0.009423298,0.00004522288,0.0001000229,0.0003759757,0.000004691257,0.00001674529,0.2978029,0.250742,0.02197314],"study_design_scores_gemma":[0.004272662,0.000435163,0.01196896,0.0003316638,0.00001922118,0.00003757163,0.00099453,0.0002947316,2.795152e-7,0.002362055,0.9791397,0.0001434942],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6985704,0.00306952,0.00002777696,0.2955249,0.0007237549,0.001345653,0.00008747437,0.00002067455,0.0006298244],"genre_scores_gemma":[0.9574757,0.00004531104,0.00001904069,0.04204706,0.0003114404,0.00001321181,0.00004185083,0.00001188671,0.00003446011],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7283977,"threshold_uncertainty_score":0.9945709,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00991188866094971,"score_gpt":0.2609159566300914,"score_spread":0.2510040679691417,"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."}}