{"id":"W2607412263","doi":"10.1097/pec.0000000000001140","title":"Education in the Waiting Room","year":2017,"lang":"en","type":"article","venue":"Pediatric Emergency Care","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Children's Hospital of Eastern Ontario","funders":"","keywords":"Medicine; Emergency department; Presentation (obstetrics); Observational study; Ambulatory; Family medicine; Pediatrics; Descriptive statistics; Emergency medicine; Nursing; Surgery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001533594,0.0001286154,0.0001568239,0.00008324928,0.0005021763,0.00001402906,0.0002803864,0.00005575723,0.0002052202],"category_scores_gemma":[0.0004543388,0.0000903229,0.0001162612,0.0001485292,0.00001760637,0.0001112026,0.00006444315,0.0001970321,0.00004341552],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003456642,"about_ca_system_score_gemma":0.0001890553,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002891485,"about_ca_topic_score_gemma":0.0002306324,"domain_scores_codex":[0.9990171,0.00003035244,0.0002689293,0.0002174118,0.0002393656,0.0002268151],"domain_scores_gemma":[0.9990395,0.00001810744,0.0001285388,0.0005560928,0.0002136581,0.00004416079],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000006842898,0.00006111801,0.911591,0.0001910671,0.000009831657,0.00001070931,0.003889039,5.265854e-7,0.00001567359,0.0003970791,0.06992076,0.01390637],"study_design_scores_gemma":[0.000315224,0.00007088294,0.9580306,0.00002287186,0.0002193676,0.000008522505,0.01726327,0.000009367642,0.00002694343,0.0003139676,0.02352985,0.0001890876],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8537702,0.03045631,0.000003164376,0.002007744,0.002142694,0.000310709,0.000008014517,0.00002615798,0.111275],"genre_scores_gemma":[0.9834899,0.01289016,0.00005987595,0.0001622416,0.002539886,0.00005939491,0.00002876694,0.00001294652,0.0007568188],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1297197,"threshold_uncertainty_score":0.3862385,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01877765277841121,"score_gpt":0.3355218616866473,"score_spread":0.3167442089082361,"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."}}