{"id":"W2924129655","doi":"10.1002/aet2.10334","title":"Resident Supervision and Patient Care: A Comparative Time Study in a Community‐Academic Versus a Community Emergency Department","year":2019,"lang":"en","type":"article","venue":"AEM Education and Training","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kellogg's (Canada)","funders":"","keywords":"Emergency department; Medical emergency; Medicine; Academic community; Psychology; Emergency medicine; Nursing; Library science; Computer science","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":[],"consensus_categories":[],"category_scores_codex":[0.0002717233,0.0001309535,0.0002650632,0.000100912,0.0002963958,0.000006810837,0.00005301611,0.00004252076,0.00008036591],"category_scores_gemma":[0.00006097107,0.0001185022,0.00002521337,0.0001582323,0.00003838578,0.00008117231,0.00009407883,0.0005639292,0.0000111214],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006209224,"about_ca_system_score_gemma":0.00009263416,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007657387,"about_ca_topic_score_gemma":0.0006176308,"domain_scores_codex":[0.9989203,0.000404588,0.0002775139,0.0001344393,0.0001205444,0.0001426058],"domain_scores_gemma":[0.9994124,0.0001437295,0.000057885,0.0002068919,0.0001003882,0.00007873589],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002746082,0.0007200647,0.1896473,0.0001011813,0.00009609444,0.000001125831,0.7830484,0.000001666244,0.0001983304,0.00008346575,0.001226668,0.02460111],"study_design_scores_gemma":[0.001475551,0.001759425,0.3968466,0.0001334921,0.00005495657,0.000004310569,0.5986953,0.00001668593,0.00002518225,0.00004240004,0.0008462954,0.00009977026],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9884294,0.004864657,2.575345e-7,0.0002544549,0.0003530818,0.0007779289,0.000004737168,0.00001940372,0.005296044],"genre_scores_gemma":[0.9989779,0.0006307728,0.0000437508,0.0001272394,0.00002148165,0.00006820864,0.0000488177,0.000007898849,0.00007394358],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2071993,"threshold_uncertainty_score":0.4832379,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08022398615807666,"score_gpt":0.3847717844155031,"score_spread":0.3045477982574264,"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."}}