{"id":"W2968378850","doi":"10.1089/tmj.2019.0014","title":"Effective Integration of an eConsult Service into an Existing Referral Workflow Within a Primary Care Clinic","year":2019,"lang":"en","type":"article","venue":"Telemedicine Journal and e-Health","topic":"Healthcare Systems and Technology","field":"Business, Management and Accounting","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; Champlain Regional College; Bruyère; University of Ottawa","funders":"Champlain Local Health Integration Network","keywords":"Referral; Delegate; Medicine; Interquartile range; Family medicine; Primary care; Service provider; Service (business); Nursing; Business; Surgery","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00258514,0.0001839016,0.0005979647,0.0003503831,0.0002800085,0.00005674866,0.0001712076,0.0001235074,0.00004884643],"category_scores_gemma":[0.00007077775,0.0001347938,0.00003548397,0.0004184412,0.00004149173,0.0007327476,0.00006277536,0.0006456579,0.00002022371],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001567294,"about_ca_system_score_gemma":0.0002358687,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008027428,"about_ca_topic_score_gemma":0.007087591,"domain_scores_codex":[0.9981375,0.00009596605,0.000912138,0.0002748277,0.0002542035,0.0003253299],"domain_scores_gemma":[0.9981272,0.00003762731,0.001074055,0.0002208223,0.0004510431,0.00008920745],"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":[0.0001801474,0.00009865547,0.04540729,0.005155386,0.00003705478,0.00001142489,0.008332018,0.000007008674,0.0005406114,0.001272148,0.0005072865,0.938451],"study_design_scores_gemma":[0.01409396,0.01005931,0.7261136,0.0167896,0.0001549194,0.0008360025,0.1789519,0.01194225,0.00007346826,0.01403067,0.02555385,0.001400402],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9910091,0.001060631,0.00013625,0.00494101,0.0007387106,0.0006408597,0.000001704148,0.00007869156,0.001393088],"genre_scores_gemma":[0.9901248,0.00007715338,0.001467425,0.006732947,0.001453581,0.000008679219,0.000072325,0.00002377076,0.00003926754],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9370506,"threshold_uncertainty_score":0.9985782,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04447805709238666,"score_gpt":0.3366008074940595,"score_spread":0.2921227504016728,"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."}}