{"id":"W2740199478","doi":"10.1007/s10916-017-0791-7","title":"Protocol-Driven Decision Support within e-Referral Systems to Streamline Patient Consultation, Triaging and Referrals from Primary Care to Specialist Clinics","year":2017,"lang":"en","type":"article","venue":"Journal of Medical Systems","topic":"Healthcare Systems and Technology","field":"Business, Management and Accounting","cited_by":16,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Referral; Medicine; Protocol (science); Medical emergency; Neurosurgery; Guideline; Family medicine; Surgery; Alternative medicine; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.009101433,0.0007398937,0.0006146216,0.001137785,0.0007974777,0.004024961,0.002078242,0.001347949,0.00882233],"category_scores_gemma":[0.02263417,0.0005467961,0.0005599937,0.0008690837,0.0005095854,0.002434689,0.002022611,0.001446837,0.0024753],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009865382,"about_ca_system_score_gemma":0.004853157,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002437199,"about_ca_topic_score_gemma":0.002734342,"domain_scores_codex":[0.9946548,0.00266538,0.0007847233,0.0005778894,0.001005203,0.0003120073],"domain_scores_gemma":[0.975021,0.01533884,0.001537959,0.002552937,0.004051312,0.001497798],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.004532324,0.004701908,0.02896232,0.001336371,0.0007440335,0.002350435,0.003077514,0.170912,0.05108197,0.03033374,0.05014819,0.6518193],"study_design_scores_gemma":[0.0005728697,0.0006894375,0.003671038,0.0002018255,0.0001662538,0.0004243732,0.000706912,0.9062724,0.02854864,0.02903249,0.02956646,0.0001473685],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.115363,0.0004162538,0.8366569,0.003499145,0.0005097792,0.003811814,0.001506524,0.02410499,0.01413152],"genre_scores_gemma":[0.6672235,0.000238311,0.3232597,0.001011442,0.0001348901,0.001065023,0.001742946,0.0005133874,0.004810842],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009101433,"threshold_uncertainty_score":0.04813355,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05794358886879979,"score_gpt":0.3640630256284814,"score_spread":0.3061194367596816,"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."}}