{"id":"W1967657265","doi":"10.1186/s13054-015-0927-4","title":"Virtuous laughter: we should teach medical learners the art of humor","year":2015,"lang":"en","type":"review","venue":"Critical Care","topic":"Education and Critical Thinking Development","field":"Social Sciences","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hamilton General Hospital","funders":"University of Toronto","keywords":"Laughter; Burnout; Medicine; Virtuous circle and vicious circle; Nursing; Medical education; Health care; Psychology; Social psychology; Clinical psychology","routes":{"ca_aff":true,"ca_fund":true,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001981181,0.0002545255,0.0009151609,0.00007264062,0.0003739588,0.0001061817,0.0008019907,0.0006013764,0.002227127],"category_scores_gemma":[0.007717675,0.0001637313,0.0003567333,0.0003575968,0.001792738,0.00005320475,0.0001545143,0.001025856,0.0005237633],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003120839,"about_ca_system_score_gemma":0.003776771,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004786612,"about_ca_topic_score_gemma":0.00008119609,"domain_scores_codex":[0.9956141,0.001028155,0.000587413,0.0003664113,0.001915844,0.0004880754],"domain_scores_gemma":[0.9971141,0.001390717,0.00006097968,0.0003633315,0.0004680748,0.0006027968],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001025898,0.00006394841,0.000003211993,0.003875972,0.00002211168,0.00002196625,0.01304371,7.484982e-9,3.242735e-9,0.2602892,0.03873123,0.6839477],"study_design_scores_gemma":[0.00004167749,0.00002344045,3.161146e-7,0.002980012,0.0002066493,0.00000783888,0.02694424,1.426207e-7,1.031791e-7,0.003268225,0.9663224,0.0002049346],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[8.381869e-7,0.8865828,0.00002246466,0.02240143,0.001246946,0.0003247781,0.00002199838,0.00006702154,0.08933175],"genre_scores_gemma":[0.0004889012,0.9932729,0.0002071307,0.001276185,0.0008929981,0.0001046667,0.00006097232,0.00003556546,0.003660655],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9275912,"threshold_uncertainty_score":0.9986849,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1926305835025081,"score_gpt":0.4916165801058448,"score_spread":0.2989859966033367,"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."}}