{"id":"W4213180817","doi":"10.32920/19158128.v1","title":"A Scientist and a Comedian Walk Into a Bar: Humour’s Role in Science Communication","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Media Influence and Health","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph; Professional Engineers Ontario","funders":"","keywords":"Science communication; Realm; Action (physics); Public engagement; Public relations; Scientific communication; Information gap; Sociology; Media studies; Political science; Psychology; Science education; Pedagogy; Library science; Computer science; Law","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001539199,0.0001482059,0.000245549,0.0005425291,0.00120995,0.0005987355,0.0008271807,0.00004814425,0.005061102],"category_scores_gemma":[0.00007983827,0.0001368319,0.00003113875,0.0001081408,0.001738731,0.0002612448,0.001025361,0.0007056799,0.00004057538],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002379971,"about_ca_system_score_gemma":0.000708029,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02414129,"about_ca_topic_score_gemma":0.06471975,"domain_scores_codex":[0.9983847,0.00008069607,0.0003409571,0.0004248033,0.0004556314,0.0003132296],"domain_scores_gemma":[0.9988939,0.00007204997,0.0001311479,0.0006457699,0.0001016262,0.0001554937],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001064994,0.0001243443,0.00628054,0.00028679,0.000005942795,0.000006036551,0.4156505,0.00001369192,0.00004934724,0.5680323,0.001832749,0.007707154],"study_design_scores_gemma":[0.000808009,0.0001614254,0.02337066,0.0005007421,0.00002592207,0.000005739453,0.1385453,0.00275364,0.00003664712,0.09470812,0.7382165,0.0008672544],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7446389,0.001466598,0.00000261016,0.004423557,0.000860539,0.0007082063,0.00003499186,0.00007850304,0.2477861],"genre_scores_gemma":[0.9953438,0.0003362487,0.0005581737,0.00118535,0.0001109116,0.0002254278,0.00005967914,0.00001170473,0.002168705],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7363838,"threshold_uncertainty_score":0.9958484,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03995632153660406,"score_gpt":0.3110394398206263,"score_spread":0.2710831182840223,"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."}}