{"id":"W3134045916","doi":"10.1093/jcag/gwab002.105","title":"A107 IMPROVING ACCESS TO URGENT GASTROENTEROLOGICAL CONSULTATION: A POSITIVE PANDEMIC IMPACT","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":"Triage; Medicine; Referral; Staffing; Medical emergency; Attendance; Cohort; eHealth; Telehealth; Telemedicine; Health care; Emergency medicine; Family medicine; Nursing; Internal medicine","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":[0.005038948,0.0003994977,0.0003614717,0.0005967055,0.0007988079,0.003074537,0.0008046976,0.0007474537,0.01055523],"category_scores_gemma":[0.01755523,0.0002285934,0.0007599671,0.0009520017,0.0006748186,0.001832078,0.002913831,0.0017978,0.0008242952],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003438171,"about_ca_system_score_gemma":0.007837892,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01578121,"about_ca_topic_score_gemma":0.01868622,"domain_scores_codex":[0.9963082,0.001626776,0.0002654337,0.0002607661,0.0006236773,0.0009151866],"domain_scores_gemma":[0.98272,0.003965104,0.003791303,0.0007400812,0.003079322,0.005704231],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009587134,0.002042287,0.6882551,0.001131077,0.0003317049,0.0003714601,0.001275371,0.003203676,0.002536423,0.002459201,0.04724312,0.2501918],"study_design_scores_gemma":[0.0001825565,0.002288899,0.9684729,0.0006694722,0.0001010367,0.0002472159,0.004942799,0.002693478,0.0008696983,0.001000596,0.01847629,0.00005507466],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.903721,0.002854041,0.002606465,0.06222376,0.0007161327,0.0003971956,0.003945657,0.0003089672,0.02322675],"genre_scores_gemma":[0.9867982,0.001154235,0.004169335,0.004800991,0.0003778961,0.0001601175,0.0013246,0.00004758038,0.00116707],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9842188,"threshold_uncertainty_score":0.0353108,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01916670571284076,"score_gpt":0.2691125788972431,"score_spread":0.2499458731844023,"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."}}