{"id":"W4390587454","doi":"10.1186/s12913-023-10512-9","title":"Lifting the curtain on the emergency department crisis: a multi-method reception study of Larry Saves the Canadian Healthcare System","year":2024,"lang":"en","type":"article","venue":"BMC Health Services Research","topic":"Humor Studies and Applications","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trinity Western University; Western University; University of Manitoba","funders":"Research Manitoba","keywords":"Likert scale; Emergency department; Health care; Praise; Health administration; Medicine; Health informatics; Psychology; Nursing; Public health; Social psychology; Political science; Law","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.004072638,0.0007006043,0.0006441603,0.002188574,0.01285715,0.003509273,0.001791917,0.0009861186,0.007947023],"category_scores_gemma":[0.008657852,0.0005659175,0.0004224142,0.002151778,0.00420809,0.001587484,0.003111311,0.00179014,0.0006364772],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02403447,"about_ca_system_score_gemma":0.03243091,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8612415,"about_ca_topic_score_gemma":0.9542577,"domain_scores_codex":[0.997364,0.0008165301,0.0000529298,0.0003118167,0.0004621524,0.0009925989],"domain_scores_gemma":[0.9953874,0.001197031,0.0003741835,0.0002055525,0.001620737,0.001215217],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000294175,0.0007372003,0.04608783,0.0003092005,0.00003193779,0.001499605,0.9099977,0.0001318633,0.001722611,0.0009655564,0.01244065,0.02578155],"study_design_scores_gemma":[0.00001922016,0.0002939868,0.05263085,0.0001235801,0.00001390691,0.000112059,0.9325575,0.0001849068,0.0002136572,0.0001019396,0.01368612,0.0000623668],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9915279,0.0001252947,0.0002944554,0.0007884823,0.00003446919,0.0003426594,0.0004492285,0.00001274677,0.006424549],"genre_scores_gemma":[0.9883433,0.0003600297,0.001038502,0.001012628,0.00003858511,0.0003869125,0.0003840253,0.00004805265,0.008388007],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1387585,"threshold_uncertainty_score":0.2791514,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1874928238840828,"score_gpt":0.5396516560468599,"score_spread":0.3521588321627772,"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."}}