{"id":"W2051373836","doi":"10.1177/0196859912459756","title":"Consumers","year":2012,"lang":"en","type":"article","venue":"Journal of Communication Inquiry","topic":"Digital Games and Media","field":"Social Sciences","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Commodity; Argument (complex analysis); Advertising; Currency; The Internet; Business; Capitalism; Reading (process); Goods and services; Relation (database); Marketing; Economics; Political science; Computer science; World Wide Web; Politics; Economy","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.001193865,0.00002780829,0.00007444048,0.00004564642,0.00006419892,0.00003260871,0.0003035446,0.00003274308,0.0001206499],"category_scores_gemma":[0.0003321953,0.00002412211,0.00005139009,0.00008890867,0.0002871841,0.000617052,0.00002922719,0.0001118141,0.00003409018],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004232849,"about_ca_system_score_gemma":0.00009324313,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001114202,"about_ca_topic_score_gemma":0.00001166148,"domain_scores_codex":[0.9993206,0.0001481688,0.0001906943,0.00001455335,0.0002084921,0.0001174358],"domain_scores_gemma":[0.9991587,0.0001737866,0.0002289961,0.0001462798,0.0001471146,0.0001451386],"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":[0.00003338298,0.0003217798,0.04246111,0.000006008388,0.00006897027,0.000001043881,0.2035539,0.000003797075,0.0001186569,0.1629868,0.05157186,0.5388727],"study_design_scores_gemma":[0.0001004314,0.00001038435,0.006441066,0.0000181064,0.000008247658,0.000004149959,0.01347797,2.804659e-7,0.00002676996,0.0003423687,0.97954,0.00003023527],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2241999,0.009044089,0.0003243542,0.00572361,0.001837984,0.00007173665,5.825957e-7,0.00001786576,0.7587799],"genre_scores_gemma":[0.994247,0.00182133,0.0009829435,0.0002634535,0.000301885,6.177665e-7,4.888952e-7,0.000003073944,0.002379194],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9279681,"threshold_uncertainty_score":0.1321031,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09236965595573612,"score_gpt":0.3895726896546347,"score_spread":0.2972030336988986,"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."}}