{"id":"W4397289925","doi":"","title":"Review: How to Be a Games User Researcher","year":2022,"lang":"en","type":"article","venue":"Press Start (University of Glasgow)","topic":"Digital Games and Media","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science; Human–computer interaction; World Wide Web","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005625202,0.00005728738,0.0001516769,0.00005635803,0.0002562706,0.00002397399,0.0005230107,0.00002225726,0.001606103],"category_scores_gemma":[0.0001148375,0.00007169697,0.00008374381,0.0002699401,0.0001868159,0.0002652419,0.0005078994,0.0001243578,0.000014007],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009431289,"about_ca_system_score_gemma":0.0001234883,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002188712,"about_ca_topic_score_gemma":0.003124555,"domain_scores_codex":[0.9987517,0.0001762555,0.00004806922,0.000185597,0.0005735945,0.000264772],"domain_scores_gemma":[0.99937,0.00006815075,0.00004880578,0.0001949633,0.0001087492,0.000209362],"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":[0.00007421382,0.000116383,0.0004051335,0.0001479195,0.00003651463,0.00002708294,0.02634117,0.000008646115,0.00005474724,0.007110415,0.9265537,0.03912407],"study_design_scores_gemma":[0.0001332836,0.00007034624,0.0003466465,0.00004522587,0.00001350665,2.391531e-7,0.02239096,0.000003757448,0.000004178988,0.00004100111,0.97687,0.00008084873],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.07466143,0.0104385,0.0001603058,0.1076532,0.0003659266,0.001445359,0.0003848181,0.00015287,0.8047376],"genre_scores_gemma":[0.1400189,0.01119971,0.001183469,0.003285645,0.00009874663,0.00000725589,0.00003050083,0.00001946686,0.8441563],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1043676,"threshold_uncertainty_score":0.9993066,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06555724172780461,"score_gpt":0.2891012528702144,"score_spread":0.2235440111424098,"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."}}