{"id":"W3006283394","doi":"10.1177/1046878120904125","title":"Side Effects May Include Fun: Pre- and Post-Market Surveillance of the GridlockED Serious Game","year":2020,"lang":"en","type":"article","venue":"Simulation & Gaming","topic":"Educational Games and Gamification","field":"Psychology","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University; Institute for Christian Studies; University of Toronto; McMaster University","funders":"","keywords":"Demographics; Purchasing; Health care; Psychology; Unit (ring theory); Medical education; Marketing; Medicine; Business; Demography; Political science","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":[0.0002065844,0.000113643,0.0001545543,0.00003397451,0.00007402613,0.00001885192,0.0001285742,0.00007510331,0.00008676933],"category_scores_gemma":[0.0004118529,0.00009462996,0.00005004067,0.0002177242,0.00006181941,0.00007036911,0.00005706938,0.0001118561,0.0000145105],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002151505,"about_ca_system_score_gemma":0.000028253,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006379894,"about_ca_topic_score_gemma":0.00001413477,"domain_scores_codex":[0.9989414,0.0002206179,0.0002671732,0.0002592641,0.0001675739,0.0001439941],"domain_scores_gemma":[0.9986289,0.0007285872,0.0002082225,0.0002485048,0.0001242334,0.00006152262],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000973892,0.0003524145,0.6367342,0.0007396026,0.0003083992,0.000005087384,0.07738443,0.04696526,0.06709611,0.00705225,0.001302204,0.1610861],"study_design_scores_gemma":[0.0004092503,0.00006342406,0.9857066,0.00002517533,0.00001448106,0.000002431557,0.0003330199,0.00995942,0.0003188869,0.0001674954,0.002896233,0.0001035462],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922852,0.0004623416,0.0007352804,0.003406824,0.0003706397,0.0004245033,0.00001472806,0.0000395745,0.002260904],"genre_scores_gemma":[0.9977049,0.000006260312,0.0001095179,0.0009068267,0.0001693774,0.0000179291,0.00001924318,0.0000178812,0.00104804],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3489724,"threshold_uncertainty_score":0.3858897,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01479309329024311,"score_gpt":0.3062598081113257,"score_spread":0.2914667148210826,"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."}}