{"id":"W2002531171","doi":"10.4018/jgcms.2011010105","title":"Cognitive Ethnography","year":2011,"lang":"en","type":"article","venue":"International Journal of Gaming and Computer-Mediated Simulations","topic":"Educational Games and Gamification","field":"Psychology","cited_by":46,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Narrative; Ethnography; Context (archaeology); Cognition; Construct (python library); Video game; Sociology; Psychology; Epistemology; Social psychology; Computer science; Anthropology; Linguistics; Multimedia; Geography","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":[],"consensus_categories":[],"category_scores_codex":[0.0001796796,0.00009524279,0.0001220316,0.0003862411,0.00005538045,0.00003458056,0.0001922946,0.00006692798,0.0003644322],"category_scores_gemma":[0.00006452925,0.00008921375,0.00007974522,0.0001537079,0.00008277749,0.0001605924,0.00002702401,0.0001781801,0.00002614104],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001838927,"about_ca_system_score_gemma":0.0000373273,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003700493,"about_ca_topic_score_gemma":0.000004111619,"domain_scores_codex":[0.9990435,0.00007013106,0.0004087906,0.0001301978,0.0002376236,0.0001098088],"domain_scores_gemma":[0.9982908,0.0004301713,0.0003444072,0.00007167293,0.00077094,0.00009202035],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008134852,0.003073537,0.4208081,0.0000170159,0.003436997,0.000205453,0.1104545,0.0006584806,0.0005113987,0.05797365,0.00350968,0.3985377],"study_design_scores_gemma":[0.00171593,0.0003327647,0.9823857,0.0001401304,0.00008916014,0.0002242052,0.002583662,0.00456465,0.0000596137,0.002962267,0.004727173,0.0002147764],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9347953,0.0004051575,0.0591597,0.0003709513,0.002842653,0.00007456089,0.00003944505,0.0000246072,0.002287634],"genre_scores_gemma":[0.9963383,0.00003394035,0.002571407,0.0003218631,0.0005849212,0.000002614815,0.00003941285,0.00001008917,0.00009741454],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5615776,"threshold_uncertainty_score":0.3990277,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06051996664207392,"score_gpt":0.3536359256434034,"score_spread":0.2931159590013295,"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."}}