{"id":"W4213148324","doi":"10.1093/jcag/gwab049.078","title":"A79 AIMING TO PROVIDE EARLIER CARE WHILE REDUCING SPECIALTY CLINIC WAIT TIMES: DEVELOPING A RELIABLE PROCESS OF ASSESSING THE ELIGIBILITY OF GASTROENTEROLOGY REFERRALS FOR PRIMARY CARE PATHWAYS","year":2022,"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":"Queen's University","funders":"","keywords":"Medicine; Referral; Specialty; Triage; Primary care; Family medicine; Emergency medicine; Internal medicine; Pediatrics","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.193175,0.0007086252,0.002878481,0.02264207,0.002672743,0.007950482,0.00324692,0.002396748,0.002423451],"category_scores_gemma":[0.3774843,0.001316817,0.003655797,0.01296907,0.001470374,0.005738712,0.003416287,0.001568334,0.001024014],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00741908,"about_ca_system_score_gemma":0.03820688,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01967828,"about_ca_topic_score_gemma":0.03664482,"domain_scores_codex":[0.8554314,0.07339665,0.04172008,0.005412861,0.02218901,0.001849961],"domain_scores_gemma":[0.3762899,0.290307,0.08764493,0.01638257,0.2219735,0.007402171],"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":[0.0009394824,0.0003867479,0.2115833,0.1194104,0.002022121,0.0008663113,0.01609787,0.0006257124,0.002282171,0.00182302,0.03426589,0.6096969],"study_design_scores_gemma":[0.0009496622,0.002751929,0.4964686,0.2741234,0.005076089,0.00234458,0.02182537,0.003078944,0.002750756,0.002283286,0.1879255,0.0004218393],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.3649361,0.4164661,0.055719,0.05685075,0.00670369,0.04849136,0.01019235,0.001390442,0.03925015],"genre_scores_gemma":[0.6536761,0.103899,0.2023824,0.008270105,0.001281113,0.02511515,0.002918964,0.0001840123,0.002273293],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.193175,"threshold_uncertainty_score":0.9949588,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09064693557954648,"score_gpt":0.4023065602807771,"score_spread":0.3116596247012307,"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."}}