{"id":"W3082497783","doi":"10.31273/eirj.v7i3.644","title":"Playful Presenting","year":2020,"lang":"en","type":"article","venue":"Exchanges The Interdisciplinary Research Journal","topic":"Digital Games and Media","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Arts and Humanities Research Council; Trent University; Nottingham Trent University","keywords":"Context (archaeology); Theme (computing); Sociology; Convergence (economics); Engineering ethics; Work (physics); Selection (genetic algorithm); Media studies; Public relations; Political science; History; Computer science; Engineering; World Wide Web","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001412815,0.001303483,0.0006904168,0.001480025,0.002773338,0.007780009,0.001907051,0.001705809,0.7027699],"category_scores_gemma":[0.007873257,0.0003447914,0.0009990827,0.0008524135,0.0008760285,0.004258627,0.007777198,0.002257737,0.4001952],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001058016,"about_ca_system_score_gemma":0.001513126,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001082586,"about_ca_topic_score_gemma":0.003152254,"domain_scores_codex":[0.9987051,0.0003046806,0.00006073318,0.0002029539,0.0005428505,0.0001835908],"domain_scores_gemma":[0.9973813,0.0003973508,0.0001091777,0.0003931037,0.0008591532,0.0008599985],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000921473,0.0000370437,0.0001358172,0.0002130435,0.000007142189,0.0001760292,0.0007624938,0.00007791883,0.0008036235,0.0133124,0.9002123,0.08417001],"study_design_scores_gemma":[0.000006801076,0.0000136065,0.00009315746,0.00006736058,0.000002441506,0.00008867819,0.000233973,0.00003648948,0.0001080022,0.001462858,0.9978815,0.000005127536],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.001624477,0.001595805,0.00891934,0.008097155,0.02147877,0.0004672021,0.002254415,0.003295058,0.9522678],"genre_scores_gemma":[0.009512409,0.001055726,0.00350712,0.002524415,0.002629237,0.0002392489,0.001665333,0.001324305,0.9775423],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7027699,"threshold_uncertainty_score":0.4239627,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1932820483459242,"score_gpt":0.4656850808307079,"score_spread":0.2724030324847837,"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."}}