{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002291073,0.0002011324,0.0002405601,0.0007841487,0.0002681534,0.0008651089,0.0003073833,0.0004106399,0.003616433],"category_scores_gemma":[0.03820477,0.0001884282,0.0004803229,0.0007393722,0.0002972109,0.000735103,0.0007429131,0.0008899596,0.000459263],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003565968,"about_ca_system_score_gemma":0.0003534561,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001712741,"about_ca_topic_score_gemma":0.002102411,"domain_scores_codex":[0.9964678,0.001183669,0.0007600739,0.0003523572,0.0009638483,0.0002722151],"domain_scores_gemma":[0.9309211,0.02633858,0.0338071,0.001346537,0.004319176,0.003267575],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008255535,0.00003897013,0.9969518,0.00001975592,0.00003660026,0.00002307354,0.0002723842,0.00008371605,0.00008834422,0.0000141278,0.0002826678,0.002106031],"study_design_scores_gemma":[0.00000324529,0.00008478812,0.9987456,0.00001195685,0.00001023085,0.00007336275,0.0004458148,0.0002878295,0.00006325808,0.00002174368,0.0002451,0.000006985914],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975176,0.0001238872,0.0003097478,0.0002167771,0.00001461961,0.0000160842,0.0007021197,0.0000154861,0.001083755],"genre_scores_gemma":[0.9989281,0.00005738062,0.0002703992,0.00003857812,0.00001949754,0.00002123739,0.000492898,0.000003995159,0.0001678379],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003616433,"threshold_uncertainty_score":0.01211649,"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."}}