{"id":"W4385563646","doi":"10.1002/mus.27952","title":"Epidemiology and characteristics of emergency department utilization by patients with amyotrophic lateral sclerosis in <scp>Korea</scp> from 2016 to 2020: A nationwide study","year":2023,"lang":"en","type":"article","venue":"Muscle & Nerve","topic":"Amyotrophic Lateral Sclerosis Research","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Aging","funders":"","keywords":"Medicine; Emergency department; Amyotrophic lateral sclerosis; Pneumonia; Respiratory distress; Epidemiology; Emergency medicine; Medical diagnosis; Respiratory failure; Pediatrics; Disease; Internal medicine; 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":[0.0003610217,0.0001678853,0.0001937975,0.0008031544,0.0002732013,0.0004552669,0.0002953637,0.0003401671,0.001065909],"category_scores_gemma":[0.0008412488,0.0001820485,0.0004477896,0.001080384,0.0001798268,0.0005414143,0.000522486,0.0003968976,0.0001452837],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004649367,"about_ca_system_score_gemma":0.0004736274,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009301401,"about_ca_topic_score_gemma":0.01490109,"domain_scores_codex":[0.9996395,0.00005940021,0.00008487616,0.00008128669,0.00005445498,0.00008054105],"domain_scores_gemma":[0.9991323,0.00005917054,0.000498078,0.00002656863,0.0001008031,0.0001831394],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001277273,0.00001136506,0.9991208,0.00001285718,0.00001839451,0.00005538011,0.00003811799,0.00001712518,0.00003907515,0.000006306854,0.0002062885,0.0004615181],"study_design_scores_gemma":[0.000002047416,0.00002176345,0.9990529,0.00001697726,0.00001014778,0.000225829,0.0003561128,0.00009919845,0.0000154145,0.000008856389,0.000187962,0.000002815915],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997403,0.0004807028,0.0000375063,0.0001435028,0.000008422664,0.000009240981,0.001574907,0.00000381488,0.0003389069],"genre_scores_gemma":[0.998189,0.0002603463,0.00004765343,0.00008722572,0.000009907623,0.00001296921,0.001300517,0.000001388061,0.00009095939],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009301401,"threshold_uncertainty_score":0.01849449,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05769295585852402,"score_gpt":0.3137041102532097,"score_spread":0.2560111543946856,"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."}}