{"id":"W4226381460","doi":"10.7759/cureus.23824","title":"Ophthalmology on Call: Evaluating the Volume, Urgency, and Type of Pages Received at a Tertiary Care Center","year":2022,"lang":"en","type":"article","venue":"Cureus","topic":"Hospital Admissions and Outcomes","field":"Medicine","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Medicine; Pager; Workload; Emergency department; Trauma center; Emergency medicine; Medical emergency; Ophthalmology; Family medicine; Retrospective cohort study; Surgery","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":[0.001773847,0.0003031222,0.0003899587,0.002770905,0.0007482276,0.001655552,0.0006245769,0.0005342367,0.003578826],"category_scores_gemma":[0.008673755,0.0002331699,0.0003515844,0.002159761,0.00054768,0.00129866,0.001784139,0.0006341693,0.0006100903],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001879885,"about_ca_system_score_gemma":0.001536377,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005921055,"about_ca_topic_score_gemma":0.008580677,"domain_scores_codex":[0.9974154,0.0006077058,0.0005834871,0.0002575298,0.0007083652,0.0004274491],"domain_scores_gemma":[0.9859055,0.002687693,0.007346612,0.0002673867,0.001590744,0.002202113],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000781921,0.00004908879,0.9961269,0.00004022571,0.00001552784,0.0002698105,0.0004184847,0.000024429,0.0001425626,0.000007413306,0.0003630063,0.002464269],"study_design_scores_gemma":[0.000003706976,0.0002548626,0.9957508,0.00003249736,0.00001586169,0.000868908,0.002543287,0.0001310065,0.00009467643,0.00001033044,0.000286249,0.000007916153],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980527,0.0002399243,0.00006666589,0.00009680461,0.000007090043,0.00004765792,0.0004487991,0.00001448619,0.001025768],"genre_scores_gemma":[0.9988648,0.0002027801,0.0001985093,0.00008651067,0.00003129466,0.00002917699,0.0004200082,0.000006330556,0.0001605877],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005921055,"threshold_uncertainty_score":0.01363957,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0537680652769548,"score_gpt":0.3605624522883069,"score_spread":0.3067943870113521,"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."}}