{"id":"W4383099593","doi":"10.34135/actaludologica.2023-6-1.66-82","title":"Gaining New Insights into Professional Knowledge in Digital Game Art by Taking a Design Perspective","year":2023,"lang":"en","type":"article","venue":"Acta Ludologica","topic":"Digital Games and Media","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Chicoutimi","funders":"","keywords":"Game design; Situated; Perspective (graphical); Transactional analysis; Studio; Construct (python library); Sociocultural evolution; Sociocultural perspective; Sociology; Computer science; Multimedia; Psychology; Social psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01264912,0.0008198993,0.0005330312,0.00524733,0.006226831,0.01424851,0.00176079,0.002886095,0.004441435],"category_scores_gemma":[0.01269908,0.0008226779,0.0005539741,0.002313906,0.03362637,0.01302796,0.00792779,0.003639358,0.0005158566],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006956134,"about_ca_system_score_gemma":0.005260396,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004910371,"about_ca_topic_score_gemma":0.007258922,"domain_scores_codex":[0.9867198,0.009986121,0.000393415,0.0006539509,0.001436262,0.0008104889],"domain_scores_gemma":[0.9800571,0.01676319,0.0006060799,0.0011154,0.0007384131,0.0007197863],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002037729,0.000103279,0.001964158,0.0003812117,0.000007806515,0.000679069,0.8245974,0.0003406816,0.00130357,0.134148,0.0009842303,0.03547027],"study_design_scores_gemma":[0.00003005158,0.0001425978,0.003382756,0.0008210778,0.0000235251,0.001694587,0.6712733,0.001879288,0.001792533,0.1479866,0.1709338,0.00003993939],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4239083,0.007766679,0.2340895,0.02460288,0.0003404293,0.0004041484,0.000105259,0.0002330769,0.3085498],"genre_scores_gemma":[0.9572179,0.002217681,0.0284212,0.000962511,0.00006101501,0.0001568175,0.00003270495,0.00006189854,0.01086821],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01424851,"threshold_uncertainty_score":0.06689572,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08252128494879137,"score_gpt":0.3647953160646191,"score_spread":0.2822740311158278,"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."}}