{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.003882406,0.00009244768,0.0001308216,0.00009744089,0.001474443,0.0007501864,0.001153869,0.00005804702,0.0008957202],"category_scores_gemma":[0.001038041,0.00005879531,0.0001270199,0.0005126409,0.00073763,0.0004498322,0.001460571,0.001121129,0.0003048792],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009408994,"about_ca_system_score_gemma":0.0002162289,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000866825,"about_ca_topic_score_gemma":0.0001337716,"domain_scores_codex":[0.9967385,0.0007540478,0.000208045,0.0001873083,0.00133616,0.0007759625],"domain_scores_gemma":[0.9983876,0.0005094465,0.00007456246,0.0001499635,0.0002807504,0.0005976159],"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":[0.000118436,0.00008045046,0.0009251134,0.00002608569,0.00007232319,0.0004421692,0.3392945,0.000008444884,0.0002660291,0.0030026,0.3592107,0.2965531],"study_design_scores_gemma":[0.0001516822,0.0002006147,0.0005533348,0.00005645769,0.000004563127,0.0000443416,0.08879983,0.00009523037,0.00005828759,0.003442225,0.906503,0.00009043019],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.05472141,0.001039605,0.00006934706,0.2349386,0.0006416154,0.0002736687,0.000004472572,0.00004678507,0.7082645],"genre_scores_gemma":[0.912828,0.0005530177,0.00006505568,0.0004817696,0.00788646,0.00001960392,0.000001390128,0.000023429,0.07814122],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8581067,"threshold_uncertainty_score":0.9998255,"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."}}