{"id":"W3134728343","doi":"10.1093/jcag/gwab002.074","title":"A76 CLINICAL OUTCOMES, HEALTHCARE UTILIZATION AND COSTS AVOIDED WHEN ROUTINE GASTROENTEROLOGY REFERRALS ARE MANAGED IN PRIMARY CARE SUPPORTED BY CO-DEVELOPED CLINICAL CARE PATHWAYS","year":2021,"lang":"en","type":"article","venue":"Journal of the Canadian Association of Gastroenterology","topic":"Clinical practice guidelines implementation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; University of Calgary","funders":"","keywords":"Medicine; Referral; Specialty; Medical home; Triage; Health care; Medical record; Managed care; Emergency medicine; Observational study; Family medicine; Internal medicine; Primary care","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":[0.0009703684,0.0001831789,0.000453284,0.001148093,0.0007415437,0.001803076,0.0005410201,0.0006018804,0.002692342],"category_scores_gemma":[0.005355401,0.0002439131,0.0007916918,0.001844904,0.0003748805,0.0007079371,0.001228896,0.0008395143,0.0002652604],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002750749,"about_ca_system_score_gemma":0.002122469,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03350388,"about_ca_topic_score_gemma":0.03902219,"domain_scores_codex":[0.9973692,0.00063171,0.000304184,0.0005291103,0.0004832674,0.0006825101],"domain_scores_gemma":[0.9945816,0.0005336062,0.003250211,0.0001746777,0.000463885,0.0009958918],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008941483,0.00009853677,0.9975852,0.00002270742,0.00007048631,0.0001062093,0.00007310902,0.00007891862,0.00005219517,0.00004268252,0.0003629416,0.001417682],"study_design_scores_gemma":[0.00001350506,0.0001321688,0.998747,0.00002396391,0.00002901149,0.0001551777,0.0003795006,0.0002963745,0.00001873934,0.00004417877,0.0001568626,0.000003589611],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978266,0.0002604137,0.00003842182,0.0001681761,0.000009812811,0.00002115109,0.001154555,0.000004512186,0.0005163569],"genre_scores_gemma":[0.9990513,0.00007993483,0.00005181042,0.00004560365,0.0000135036,0.00001589702,0.0006309436,8.66306e-7,0.0001101735],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03350388,"threshold_uncertainty_score":0.06661773,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1650980270473674,"score_gpt":0.4308035241318848,"score_spread":0.2657054970845174,"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."}}