{"id":"W4412052628","doi":"10.70064/mt.v9i1.1166","title":"Towards a Theory of the Playgorm","year":2025,"lang":"en","type":"article","venue":"Media theory.","topic":"Themes in Literature Analysis","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lakehead University","funders":"","keywords":"Epistemology; Philosophy","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":[0.0007126615,0.0001083508,0.00018651,0.0001010432,0.0001432276,0.00005143184,0.0004859619,0.00004059699,0.004799705],"category_scores_gemma":[0.0003873733,0.00006007007,0.0001883628,0.0001093135,0.0005916146,0.00006641629,0.0001200709,0.0001505422,0.00002551859],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001749259,"about_ca_system_score_gemma":0.00004926925,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001215071,"about_ca_topic_score_gemma":0.00009535516,"domain_scores_codex":[0.9991445,0.000220851,0.0002041507,0.0001268882,0.0001634471,0.0001401874],"domain_scores_gemma":[0.9988327,0.0004985835,0.00007710162,0.0004888079,0.0000834555,0.00001936062],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003718247,0.0000261039,0.00003515734,0.00001762746,0.0001197084,5.280844e-7,0.04404389,8.556729e-7,0.00003767391,0.9409524,0.003336793,0.01139211],"study_design_scores_gemma":[0.0001285944,0.000007140164,0.0001409244,0.00005268099,0.0001268691,3.038587e-7,0.004922734,0.000003956829,0.001553299,0.6928278,0.3001728,0.00006283022],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02928592,0.001764859,0.0004131501,0.0009293396,0.002515471,0.000146038,0.00006970758,0.0000601652,0.9648153],"genre_scores_gemma":[0.9503044,0.000008909388,0.00003998001,0.001020976,0.0003279919,0.00001329843,0.000004749842,0.000009392467,0.04827031],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9210185,"threshold_uncertainty_score":0.99611,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01001843911747039,"score_gpt":0.2157580314189164,"score_spread":0.205739592301446,"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."}}