{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004309776,0.0004412225,0.0002049561,0.001102303,0.001482051,0.001291832,0.001511766,0.000475222,0.002848516],"category_scores_gemma":[0.007374421,0.0002626261,0.0004000464,0.001588583,0.0009053145,0.0005181748,0.001275658,0.0005894304,0.0003332457],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01613261,"about_ca_system_score_gemma":0.03905683,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8963463,"about_ca_topic_score_gemma":0.9183392,"domain_scores_codex":[0.9971936,0.0005944837,0.0001423827,0.0001738756,0.001263207,0.0006324493],"domain_scores_gemma":[0.9938998,0.001439829,0.0004993661,0.0002204732,0.002555317,0.001385156],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002994859,0.006425267,0.6199431,0.0012766,0.0001635123,0.00206784,0.007321218,0.003231595,0.009017739,0.0008872811,0.01363501,0.333036],"study_design_scores_gemma":[0.0008400982,0.002776013,0.9616359,0.0002696473,0.0001897247,0.0004716669,0.006962012,0.005704569,0.002670669,0.0001543684,0.01824905,0.00007635409],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9847497,0.000616747,0.001664575,0.001628561,0.00004351974,0.002208752,0.00151845,0.0006228451,0.006946701],"genre_scores_gemma":[0.9774842,0.001025176,0.01289938,0.0009408888,0.00006177391,0.000639068,0.002448329,0.00005408113,0.004447032],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9838674,"threshold_uncertainty_score":0.2085283,"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."}}