{"id":"W4401304576","doi":"10.1016/j.heliyon.2024.e35352","title":"Nonmedical problems among older adults visiting the emergency department for low acuity conditions: A prospective multicentre cohort study","year":2024,"lang":"en","type":"article","venue":"Heliyon","topic":"Frailty in Older Adults","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre intégré de santé et de services sociaux de Chaudière-Appalaches; Université de Sherbrooke; Université Laval","funders":"","keywords":"Emergency department; Prospective cohort study; Medicine; Cohort study; Cohort; Gerontology; Emergency medicine; Pediatrics; Medical emergency; Psychiatry; Internal medicine","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":[0.001613077,0.0004812126,0.0005267692,0.00111155,0.0009981747,0.0009092838,0.0005474412,0.0006936464,0.001527841],"category_scores_gemma":[0.001842015,0.0006523438,0.0008462362,0.001260922,0.0003213575,0.0008828044,0.0008276654,0.0008927882,0.0004062364],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003962515,"about_ca_system_score_gemma":0.0005607062,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01127831,"about_ca_topic_score_gemma":0.01615155,"domain_scores_codex":[0.9991595,0.0001978015,0.0001162129,0.0002069069,0.0001462042,0.0001734009],"domain_scores_gemma":[0.998602,0.000139834,0.000463244,0.0001781895,0.0001752026,0.0004416155],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009396992,0.0001122307,0.9990969,0.000009293454,0.00004045499,0.00007741506,0.0001347974,0.000007013449,0.0001042936,0.000005336517,0.00006729717,0.0002511092],"study_design_scores_gemma":[0.0000182233,0.0003006514,0.9989315,0.00001154742,0.00002981941,0.0001784176,0.0003567439,0.00005542277,0.00001618532,0.000006065794,0.00009178587,0.000003602436],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991371,0.00008964007,0.00005656813,0.00002428234,0.000006279063,0.00005154095,0.0005073501,0.000001648529,0.0001255318],"genre_scores_gemma":[0.9986677,0.000118712,0.0001513464,0.00007407989,0.00001408779,0.00007758657,0.0007182203,0.000001956734,0.0001763633],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01127831,"threshold_uncertainty_score":0.02242529,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01005627110587151,"score_gpt":0.2997152441537227,"score_spread":0.2896589730478512,"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."}}