{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.009552905,0.0001586458,0.0002268246,0.0001820704,0.003230931,0.00009215162,0.0008001166,0.00007581639,0.0001573962],"category_scores_gemma":[0.0000282951,0.00007752127,0.0000750948,0.001317712,0.0000520782,0.00001984388,0.0001550073,0.0008438098,0.000284717],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004560042,"about_ca_system_score_gemma":0.0005669082,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.628921,"about_ca_topic_score_gemma":0.9024551,"domain_scores_codex":[0.9922397,0.005073706,0.0006400406,0.0005035904,0.000695296,0.0008476314],"domain_scores_gemma":[0.9970783,0.001269501,0.0001277417,0.00105677,0.0002442968,0.0002233837],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001297556,0.00093404,0.02914543,0.005114604,0.0004937028,0.00001390876,0.770418,0.0001426008,0.000009290465,0.1452817,0.02255742,0.02575953],"study_design_scores_gemma":[0.000183484,0.0004770134,0.08125084,0.0002886245,0.0000142702,0.000004310687,0.8656973,0.003257889,0.000001492301,0.0001111386,0.04862559,0.00008807635],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7222297,0.02542533,0.0003194695,0.2275883,0.001794408,0.01677944,0.0003941811,0.0002264787,0.005242719],"genre_scores_gemma":[0.9952707,0.0002678882,0.0001368134,0.0008231982,0.0003063012,0.002893106,0.00001032079,0.00003225029,0.00025947],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2735341,"threshold_uncertainty_score":0.9980667,"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."}}