{"id":"W7116898261","doi":"10.29173/writingacrossuofa83","title":"A Critique of John Frow’s Popular Culture Through the Lens of Gamification","year":2025,"lang":"","type":"article","venue":"Writing across the University of Alberta","topic":"Digital Games and Media","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Popular culture; Argumentative; Lens (geology); Through-the-lens metering; Order (exchange); Photography; Connection (principal bundle)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006391362,0.0001448049,0.0003444379,0.0000275055,0.0005969314,0.00004524704,0.001085027,0.0001898683,0.00008050867],"category_scores_gemma":[0.0006348062,0.0001131322,0.0002992745,0.000683456,0.002538043,0.0003725972,0.0002740743,0.0002383677,0.000004581424],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000473333,"about_ca_system_score_gemma":0.0001970427,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01863063,"about_ca_topic_score_gemma":0.00834686,"domain_scores_codex":[0.9984975,0.0002332837,0.0003481213,0.0002476241,0.0003492053,0.0003242323],"domain_scores_gemma":[0.9981388,0.0004774278,0.0004645548,0.000455632,0.0004271677,0.00003643808],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001183828,0.000295563,0.001793255,0.0003747474,0.0002486388,0.00000163296,0.6647795,0.00008984566,0.001138643,0.3121427,0.007066004,0.01195109],"study_design_scores_gemma":[0.0004690019,0.00007464584,0.002496482,0.0007976468,0.0001690354,6.165567e-7,0.5509717,0.00008716951,0.000820676,0.001757734,0.4422131,0.0001422081],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4578622,0.003076936,0.0003626459,0.01902708,0.0003753379,0.0006091145,0.0001548525,0.00001534487,0.5185165],"genre_scores_gemma":[0.9462287,0.00196019,0.0001070369,0.000214562,0.00004459922,2.344066e-7,0.000007817435,0.00000560741,0.05143118],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4883666,"threshold_uncertainty_score":0.9879044,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01462276276657939,"score_gpt":0.281302539133131,"score_spread":0.2666797763665516,"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."}}