{"id":"W2092286355","doi":"10.1145/1920778.1920798","title":"User studies","year":2010,"lang":"en","type":"article","venue":"","topic":"Digital Games and Media","field":"Social Sciences","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"Mitacs; University of Southern California","keywords":"General partnership; Entertainment; Game Developer; Computer science; Quality (philosophy); Video game development; Component (thermodynamics); Game design; Engineering management; Knowledge management; Multimedia; Engineering; Business; Political science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001071866,0.00001593531,0.00002803905,0.000006241204,0.00002900362,0.00002400044,0.00005034095,0.00001547105,0.0003711136],"category_scores_gemma":[0.0002148188,0.00001122907,0.00001276805,0.00003640732,0.0001235669,0.00008327349,0.00001259594,0.00002944502,0.0001736727],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000002681812,"about_ca_system_score_gemma":0.00002101529,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005478712,"about_ca_topic_score_gemma":0.006540516,"domain_scores_codex":[0.9997779,0.00000360723,0.00002467667,0.00003700686,0.00007721391,0.00007966063],"domain_scores_gemma":[0.9998541,0.00003229196,0.000005121541,0.00003696514,0.00002864838,0.00004287704],"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":[5.024119e-7,0.00001325497,0.002634384,9.945425e-7,0.000007035595,0.000001181698,0.009975541,1.745277e-8,0.0001568049,0.7088567,0.03431917,0.2440344],"study_design_scores_gemma":[0.00001828069,0.000002679209,0.0007152842,5.465073e-7,7.956207e-7,4.24378e-8,0.005762861,7.389797e-8,0.00006275492,0.001107991,0.9923087,0.00001996613],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1551548,0.00002454906,0.000001905477,0.001586943,0.0006674367,0.00002255478,1.415915e-7,0.0000357871,0.8425059],"genre_scores_gemma":[0.52338,0.00003999555,0.0002737689,0.0003200336,0.0001852295,0.000001519048,7.314581e-8,0.000001099442,0.4757983],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9579896,"threshold_uncertainty_score":0.4063434,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03749244147100583,"score_gpt":0.3614526912344283,"score_spread":0.3239602497634225,"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."}}