{"id":"W3167777686","doi":"10.24911/sjemed/72-1602223989","title":"Factors predicting hospital admission for non-urgent patients presenting to the emergency department","year":2021,"lang":"en","type":"article","venue":"Saudi Journal of Emergency Medicine","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Emergency department; Medicine; Hospital admission; Emergency medicine; Medical emergency; Intensive care medicine; Internal medicine; Nursing","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002777191,0.0002146357,0.0002005038,0.0007787365,0.0003852017,0.0005337048,0.000378425,0.0004146492,0.003928344],"category_scores_gemma":[0.00291353,0.0001470761,0.0002903219,0.0008122927,0.0002092287,0.000294159,0.0003923209,0.0007000473,0.0002530039],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003657003,"about_ca_system_score_gemma":0.0008206454,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004784806,"about_ca_topic_score_gemma":0.007198789,"domain_scores_codex":[0.9997354,0.00004814596,0.00004635785,0.00003811173,0.00005621955,0.00007570234],"domain_scores_gemma":[0.9982217,0.0003420367,0.0008820635,0.00003840171,0.0001221969,0.0003936144],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003363339,0.00002073425,0.9991891,0.000008681206,0.00000578656,0.0001211404,0.0000277951,0.00001475429,0.00005386181,0.000007800173,0.0001040051,0.0004128123],"study_design_scores_gemma":[0.000003465607,0.00004865639,0.9987702,0.00001334505,0.00000830657,0.0005030941,0.0003569243,0.0001576392,0.00002339819,0.00001772158,0.00009451494,0.000002757235],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990118,0.0002014398,0.00003639383,0.0001288096,0.00001200225,0.000009785651,0.0001808817,0.000002632359,0.0004163982],"genre_scores_gemma":[0.9994994,0.0001074388,0.00006499593,0.00002254941,0.00001801252,0.000005822635,0.0002053097,9.522528e-7,0.00007539595],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004784806,"threshold_uncertainty_score":0.01314157,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04299483033202118,"score_gpt":0.3450465317355756,"score_spread":0.3020517014035545,"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."}}