{"id":"W3146031486","doi":"10.29173/iasl7774","title":"A touch of humour!","year":2021,"lang":"en","type":"article","venue":"IASL Annual Conference Proceedings","topic":"Literacy, Media, and Education","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Publication; Class (philosophy); Work (physics); Focus (optics); School library; Computer science; World Wide Web; Sociology; Library science; Psychology; Mathematics education; Pedagogy; Multimedia; Political science; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00008984092,0.0001119606,0.0001749849,0.00006208612,0.0001142639,0.0002243549,0.0001402322,0.0000415962,0.003021],"category_scores_gemma":[0.0001529731,0.0001000328,0.00005416583,0.00006064452,0.0001442032,0.0005764691,0.00004196363,0.0001151781,0.00007817036],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001427951,"about_ca_system_score_gemma":0.0002021023,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001143769,"about_ca_topic_score_gemma":0.00005192145,"domain_scores_codex":[0.9991559,0.000005794768,0.0002349728,0.0002030697,0.000198615,0.000201643],"domain_scores_gemma":[0.997894,0.00002661948,0.0001043601,0.00007172669,0.001828671,0.00007463773],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000008752907,0.00007763808,0.001311947,0.0001057933,0.00001243492,0.000001293474,0.9529698,1.499846e-8,0.00009897981,0.03238173,0.01065483,0.002376789],"study_design_scores_gemma":[0.0001749267,0.00007640493,0.0009072053,0.0001066393,0.00002285681,0.000007282262,0.9168305,0.00001931735,0.006023515,0.007399355,0.06826733,0.0001647033],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9698949,0.000124414,0.000006742319,0.0009698423,0.0006111192,0.00006623779,0.00003546992,0.00004664569,0.02824465],"genre_scores_gemma":[0.9857718,0.00002377303,0.0001174709,0.0003221055,0.0008032241,0.00001629164,0.00002217995,0.000009971736,0.01291317],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0576125,"threshold_uncertainty_score":0.9978904,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03544926403734529,"score_gpt":0.2492821505869046,"score_spread":0.2138328865495593,"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."}}