{"id":"W4417098159","doi":"10.24911/ijmdc.51-1763151183","title":"Non-urgent emergency department use and primary health care bypass in Saudi Arabia: a systematic review of determinants and outcomes","year":2025,"lang":"","type":"review","venue":"International Journal of Medicine in Developing Countries","topic":"Trauma and Emergency Care Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Triage; Emergency department; Observational study; Specialty; Health care; Medical prescription; Primary care; Retrospective cohort study","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.003057241,0.000807285,0.008083057,0.001790565,0.00008280293,0.00002179569,0.0005354433,0.0002055155,0.0000525191],"category_scores_gemma":[0.006531347,0.0005578949,0.0003609707,0.0006206505,0.0003385758,0.0002890477,0.000322124,0.0006660736,0.000001002812],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001877654,"about_ca_system_score_gemma":0.004325966,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002760887,"about_ca_topic_score_gemma":0.0005873378,"domain_scores_codex":[0.9883803,0.0004445935,0.008246908,0.000500867,0.00194818,0.0004791633],"domain_scores_gemma":[0.9911599,0.001168124,0.004448002,0.0003103929,0.002671777,0.0002418584],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00009729688,0.00006865575,0.09922012,0.8825158,0.001505986,0.0004703679,0.002825525,2.892347e-7,1.057934e-7,0.0000693826,0.002695572,0.01053093],"study_design_scores_gemma":[0.002137417,0.0003416413,0.0990531,0.8741437,0.001720164,0.0005345824,0.0008094791,8.634166e-7,9.00309e-7,0.00002277645,0.02091434,0.000321022],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.004009204,0.9744659,0.00005250924,0.01411994,0.004774822,0.00242448,0.00007799582,0.000004664329,0.00007047166],"genre_scores_gemma":[0.004203151,0.9917821,0.0002732952,0.003245202,0.000250465,0.0001005146,0.00004257038,0.00003179163,0.00007087815],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01821877,"threshold_uncertainty_score":0.9996873,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03256271151477439,"score_gpt":0.3834056804125004,"score_spread":0.350842968897726,"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."}}