{"id":"W4400108321","doi":"10.1097/qmh.0000000000000460","title":"Patient Comments and Patient Experience Ratings Are Strongly Correlated With Emergency Department Wait Times","year":2024,"lang":"en","type":"article","venue":"Quality Management in Health Care","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Smiths Detection (Canada)","funders":"","keywords":"Emergency department; Medical emergency; Psychology; Medicine; Nursing","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":[0.0001714032,0.0002608141,0.0003888495,0.0001341609,0.0001957911,0.00002056971,0.00005934957,0.00004451166,0.0001451812],"category_scores_gemma":[0.00002184984,0.0002075899,0.00005633429,0.0003594631,0.0000574419,0.0001017535,0.000155196,0.0002093606,0.00001020414],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003238348,"about_ca_system_score_gemma":0.00003956833,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003646107,"about_ca_topic_score_gemma":0.0001931438,"domain_scores_codex":[0.9975887,0.0001448387,0.0007999511,0.000544627,0.0004915267,0.0004303757],"domain_scores_gemma":[0.9992412,0.00003392817,0.0001679976,0.0002897466,0.0001058975,0.000161212],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.001085735,0.001108192,0.3429063,0.02671675,0.001259355,0.001118309,0.2739984,0.00018471,0.000008838077,0.01136653,0.127602,0.2126449],"study_design_scores_gemma":[0.002879199,0.005000506,0.2014427,0.006370919,0.0002358887,0.00001973833,0.5214411,0.000624242,0.00008804024,0.0001325719,0.2606888,0.001076289],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9603826,0.02806211,0.00004551013,0.004619281,0.0007638183,0.002120944,0.00008618125,0.0001518563,0.003767701],"genre_scores_gemma":[0.9937678,0.003665143,0.0003576894,0.001446818,0.00002332337,0.0003628252,0.0001326273,0.00002438597,0.0002193634],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2474428,"threshold_uncertainty_score":0.8465269,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02374727616152792,"score_gpt":0.3505796452010203,"score_spread":0.3268323690394924,"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."}}