{"id":"W3134615428","doi":"10.1093/jcag/gwab002.107","title":"A109 LINKING PRIMARY AND SPECIALTY CARE FOR THE MANAGEMENT OF DIGESTIVE HEALTH CONDITIONS: AN EVALUATION OF GUT LINK IMPLEMENTATION","year":2021,"lang":"en","type":"article","venue":"Journal of the Canadian Association of Gastroenterology","topic":"Healthcare Systems and Technology","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Referral; Medicine; Specialty; Triage; Family medicine; Observational study; Primary care; Emergency medicine; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00230242,0.00006832048,0.0002845678,0.0001999175,0.0001856242,0.00001966916,0.0001555937,0.00006943175,0.00001505995],"category_scores_gemma":[0.00009189469,0.00005322056,0.0000879106,0.0001498744,0.00004130111,0.0001711809,0.00003945088,0.0001201065,1.409103e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006916332,"about_ca_system_score_gemma":0.0004625595,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.00873867,"about_ca_topic_score_gemma":0.4354089,"domain_scores_codex":[0.9985707,0.0001642196,0.0006639124,0.00008874567,0.0003282587,0.0001840992],"domain_scores_gemma":[0.9957252,0.00005636935,0.002345375,0.0001285619,0.001722528,0.00002192801],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008855185,0.00004701028,0.9313567,0.001097184,0.0005879852,0.000001949186,0.0008715131,0.0003580146,0.0001238529,0.01021972,0.001083503,0.05416407],"study_design_scores_gemma":[0.001737021,0.000189289,0.9869937,0.0002167217,0.0002795734,0.000007082519,0.004266667,0.0002326696,0.00002464133,0.00154631,0.004470896,0.00003542736],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9661326,0.0003177327,0.0002536905,0.03146533,0.0007873416,0.0007657337,0.0001049171,0.000003329267,0.0001693075],"genre_scores_gemma":[0.9982439,0.00005356557,0.0002563736,0.001079941,0.0002837441,0.00001030776,0.00005637445,0.000007222015,0.00000857049],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4266703,"threshold_uncertainty_score":0.9978622,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0244520042620935,"score_gpt":0.3063150248660189,"score_spread":0.2818630206039254,"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."}}