{"id":"W4391107069","doi":"10.1177/10468781231223762","title":"Gamification and Gaming in Cryptocurrency Education: A Survey with Cryptocurrency Investors and Potential Investors","year":2024,"lang":"en","type":"article","venue":"Simulation & Gaming","topic":"Gambling Behavior and Treatments","field":"Psychology","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Mitacs","keywords":"Cryptocurrency; Psychological intervention; Marketing; Business; Computer science; Psychology; Computer security","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":[0.0003692093,0.0002345152,0.0001949403,0.0005203757,0.0001231189,0.0001578993,0.00006747798,0.000128128,0.00008548108],"category_scores_gemma":[0.00006515228,0.0002229926,0.00002654747,0.0005843146,0.0001050176,0.0003773352,0.00002761873,0.0002228367,0.00002564115],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009212356,"about_ca_system_score_gemma":0.0001231943,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004949861,"about_ca_topic_score_gemma":0.0001273861,"domain_scores_codex":[0.9983876,0.0002017566,0.0003554343,0.0005961023,0.0001981761,0.0002609187],"domain_scores_gemma":[0.9992568,0.0002070296,0.00009545395,0.0002347637,0.00008483652,0.0001211196],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005100656,0.0002216792,0.843505,0.00007743896,0.00003715063,0.00001883893,0.00666647,0.0005354711,0.0001269707,0.00213464,0.00004766855,0.1465776],"study_design_scores_gemma":[0.0006408376,0.0001042449,0.9922993,0.0002394214,0.00006640053,0.00001924481,0.0004902324,0.004991016,0.00001156135,0.0004996326,0.0003865794,0.0002514867],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9939315,0.002407022,0.001660121,0.00006647392,0.0008965826,0.0004432295,0.00001281617,0.0001103441,0.0004719201],"genre_scores_gemma":[0.998894,0.00002713977,0.0004215878,0.00002646952,0.00009409728,0.00008851747,0.0001320498,0.00003743984,0.0002786821],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1487943,"threshold_uncertainty_score":0.9093375,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0807195516754085,"score_gpt":0.4009663741169911,"score_spread":0.3202468224415826,"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."}}