{"id":"W3130245217","doi":"10.7202/1075262ar","title":"Dear Punchy","year":2021,"lang":"en","type":"article","venue":"Loading","topic":"Digital Games and Media","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Representation (politics); Affect (linguistics); Video game; Key (lock); Aesthetics; Sociology; Media studies; Computer science; Multimedia; Communication; Art; Law; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009892992,0.00002234626,0.00003854423,0.00000882603,0.00005076948,0.00007715512,0.00004879269,0.00002155212,0.0003439278],"category_scores_gemma":[0.0002078651,0.00002241494,0.00002637512,0.00011666,0.00003237122,0.00009822714,0.00001775352,0.00002993255,0.000185298],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002159839,"about_ca_system_score_gemma":0.00007466409,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004009434,"about_ca_topic_score_gemma":0.0002311862,"domain_scores_codex":[0.9996264,0.00001547308,0.00003781627,0.00006889067,0.0001130649,0.0001383396],"domain_scores_gemma":[0.9998137,0.00003191299,0.000009207823,0.00004795595,0.00002524515,0.00007200417],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001551148,0.00004202833,0.005448239,0.000008585113,0.00001315473,0.0001131282,0.01856118,0.000002031444,0.001913384,0.3065526,0.008197021,0.6591471],"study_design_scores_gemma":[0.00003134986,0.000002504717,0.0003287983,0.000008751566,0.000001774083,6.475479e-7,0.002279732,0.000002167146,0.0008429037,0.0009252644,0.9955416,0.00003448689],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.06734983,0.0001911848,0.00004297416,0.0008586852,0.000387842,0.00001756056,5.391654e-7,0.00003658212,0.9311148],"genre_scores_gemma":[0.8619608,0.00005208026,0.0003184673,0.00039853,0.0002675409,0.000001220191,0.000001187885,0.000003313147,0.1369969],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9873446,"threshold_uncertainty_score":0.3765768,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02587662352822389,"score_gpt":0.2995096218367061,"score_spread":0.2736329983084822,"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."}}