{"id":"W4226334746","doi":"10.17294/2694-4715.1010","title":"A Survey of Delirium Self-Reported Knowledge and Practices among Emergency Physicians in the United States","year":2021,"lang":"en","type":"article","venue":"Journal of Geriatric Emergency Medicine","topic":"Intensive Care Unit Cognitive Disorders","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Aging","funders":"National Institute on Aging; Health Services Research and Development","keywords":"Delirium; Emergency department; Medicine; Family medicine; Medical emergency; Psychiatry","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.002598567,0.0002438433,0.0007988543,0.000778068,0.00005989266,0.000002907699,0.0001705763,0.0001011381,0.0005449616],"category_scores_gemma":[0.03651882,0.0001616621,0.0001500465,0.003606343,0.0001344637,0.000161346,0.00004341368,0.0005958495,0.000001370615],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004536695,"about_ca_system_score_gemma":0.0003020515,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001429446,"about_ca_topic_score_gemma":0.0009589848,"domain_scores_codex":[0.9962055,0.0008459847,0.0018135,0.0002305608,0.0006206724,0.0002837643],"domain_scores_gemma":[0.9664004,0.000640179,0.002669318,0.0002879779,0.02987504,0.0001270198],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004114913,0.001011198,0.8733008,0.0005079774,0.001100718,0.0005163737,0.01186405,0.00000926113,0.002855671,0.00001245858,0.1074422,0.0009678056],"study_design_scores_gemma":[0.002279702,0.001045918,0.9599467,0.0003935367,0.001459692,0.000291776,0.03126671,0.0003464634,0.0002262876,0.00009075492,0.002491087,0.000161399],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9755672,0.01584004,0.000168365,0.004953758,0.001766118,0.0002892547,0.000009848993,0.000009486633,0.001395974],"genre_scores_gemma":[0.9578589,0.04040011,0.00009039968,0.0007852807,0.0004718694,0.000005049508,0.0001304248,0.00003125683,0.0002267711],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1049512,"threshold_uncertainty_score":0.971597,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04393060101154661,"score_gpt":0.3622299343740844,"score_spread":0.3182993333625377,"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."}}