{"id":"W2784695551","doi":"10.1177/2054358117753619","title":"Nephrology eConsults for Primary Care Providers: Original Investigation","year":2018,"lang":"en","type":"article","venue":"Canadian Journal of Kidney Health and Disease","topic":"Healthcare Systems and Technology","field":"Business, Management and Accounting","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; Bruyère; Champlain Regional College; University of Ottawa","funders":"","keywords":"Medicine; Nephrology; Primary care; Internal medicine; Intensive care medicine; Family medicine","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":[0.0002778034,0.0001047327,0.0002160241,0.0004283145,0.000384873,0.00009012916,0.0001109372,0.00007293487,0.00002350506],"category_scores_gemma":[0.004208187,0.00009550353,0.00004381063,0.0001565849,0.0001801248,0.0004208961,0.000009603346,0.0001116725,0.00001230621],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001545903,"about_ca_system_score_gemma":0.03693681,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01533767,"about_ca_topic_score_gemma":0.01356334,"domain_scores_codex":[0.9989801,0.00001371112,0.0003821155,0.0001500761,0.00007374257,0.0004002436],"domain_scores_gemma":[0.9946091,0.00001776803,0.0003666416,0.0001119684,0.0005144809,0.004380044],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002463752,0.000009281194,0.1332733,0.004325516,0.00001982049,0.000052782,0.0004621885,3.720291e-7,0.00000581163,0.02108822,0.7932542,0.0472621],"study_design_scores_gemma":[0.0008361856,0.0001510608,0.003995636,0.0002022239,0.00001917819,0.00001752884,0.0004227301,0.00003999902,6.385125e-7,0.005725314,0.9884934,0.00009605219],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.4767798,0.006220156,0.0003261162,0.5120347,0.002152978,0.001242219,0.0001570513,0.00004730411,0.001039624],"genre_scores_gemma":[0.6592745,0.00001862993,0.0003467535,0.3373874,0.002821497,0.00001552521,0.00008464265,0.00001789581,0.00003313602],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1952393,"threshold_uncertainty_score":0.9912193,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0185499709903307,"score_gpt":0.2510849461996076,"score_spread":0.2325349752092769,"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."}}