{"id":"W4301396818","doi":"10.1186/s12886-022-02613-6","title":"The burden of flashes and floaters in traditional general emergency services and utilization of ophthalmology on-call consultation: a cross-sectional study","year":2022,"lang":"en","type":"article","venue":"BMC Ophthalmology","topic":"Traumatic Ocular and Foreign Body Injuries","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact; McMaster University","funders":"","keywords":"Medicine; Logistic regression; Triage; Emergency department; Emergency medicine; Pediatrics; Internal medicine; Psychiatry","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":[0.0004692338,0.0001995624,0.0002624367,0.0007776205,0.0004630054,0.000658091,0.0004367553,0.0004819292,0.001572347],"category_scores_gemma":[0.001733101,0.0003441505,0.000345484,0.001189067,0.0003892872,0.0005982287,0.0004981701,0.000490004,0.000198744],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001459167,"about_ca_system_score_gemma":0.001019188,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1663679,"about_ca_topic_score_gemma":0.2478282,"domain_scores_codex":[0.9995052,0.00007341911,0.0000627514,0.00009355889,0.0001432832,0.0001217683],"domain_scores_gemma":[0.9983624,0.000157724,0.0009051518,0.00006644921,0.0002245075,0.0002839256],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00000685378,0.00001081241,0.999708,0.000003828852,0.00001130054,0.00001957384,0.00004756287,0.000004599283,0.00002002415,0.000002226088,0.00004041404,0.0001248066],"study_design_scores_gemma":[0.000001104975,0.00001749168,0.9996812,0.000003208349,0.000003649543,0.00006098055,0.0001641837,0.0000199357,0.000004197803,0.000001505175,0.00004153444,9.136151e-7],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987695,0.0001218503,0.0000177579,0.0000442549,0.000002621115,0.00001377519,0.000653312,0.000001701086,0.000375226],"genre_scores_gemma":[0.9993559,0.000116362,0.0000292169,0.00004617737,0.000006143488,0.000006884607,0.0003562257,8.069206e-7,0.00008229919],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1663679,"threshold_uncertainty_score":0.330799,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08141628815680772,"score_gpt":0.3477123327271204,"score_spread":0.2662960445703127,"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."}}