{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004413894,0.0002801263,0.0003976818,0.002086564,0.001401976,0.003083188,0.001081722,0.0007899993,0.01275585],"category_scores_gemma":[0.03161556,0.0003421827,0.0006766063,0.006292135,0.001170678,0.001402968,0.001415865,0.0008502943,0.0005245596],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009038968,"about_ca_system_score_gemma":0.02366239,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1892415,"about_ca_topic_score_gemma":0.2713716,"domain_scores_codex":[0.9946077,0.001108798,0.0004190754,0.0003787749,0.002488655,0.0009968956],"domain_scores_gemma":[0.9521649,0.01663375,0.01618454,0.001386846,0.009431305,0.00419868],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001096652,0.0002098377,0.9591226,0.001283824,0.00009125167,0.0005438931,0.002593423,0.00002665417,0.00007118096,0.0005907838,0.006603926,0.02875295],"study_design_scores_gemma":[0.00002165342,0.00008648617,0.9874067,0.0007926289,0.00009807021,0.0006649015,0.003493288,0.00007190224,0.0000235311,0.00006767944,0.007268864,0.000004354536],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9122539,0.03184232,0.0002746591,0.01533992,0.0003376749,0.0006447319,0.0039348,0.00002509451,0.03534693],"genre_scores_gemma":[0.9873374,0.008187008,0.0003154691,0.001360565,0.0004488746,0.000126017,0.0006275697,0.000007969066,0.001589209],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.990961,"threshold_uncertainty_score":0.37628,"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."}}