{"id":"W3216754356","doi":"10.1515/icom-2021-0025","title":"Gamification Reloaded","year":2021,"lang":"en","type":"article","venue":"i-com","topic":"Educational Games and Gamification","field":"Psychology","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Silesian University of Technology; Dalhousie University","keywords":"Field (mathematics); Work (physics); Psychology; Engineering ethics; Sociology; Engineering; Mathematics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00009646059,0.00005946191,0.00006756119,0.00003130378,0.00004477948,0.0000218099,0.00008813478,0.00006626055,0.002966587],"category_scores_gemma":[0.00004677623,0.00006288477,0.00003943786,0.0001773311,0.00002289874,0.00003878044,0.0000103935,0.00008433906,0.002304975],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000027256,"about_ca_system_score_gemma":0.00004695706,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002886141,"about_ca_topic_score_gemma":0.000004601742,"domain_scores_codex":[0.9993405,0.00006639716,0.000151063,0.0002268355,0.00009423572,0.0001209255],"domain_scores_gemma":[0.9993296,0.00006499111,0.00005578535,0.0003961514,0.0001105524,0.00004292695],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003150447,0.0008057576,0.01391685,0.00001802987,0.00008754301,0.00001747056,0.007228629,0.000009811256,0.02448562,0.6661773,0.1744337,0.1127877],"study_design_scores_gemma":[0.0002493196,0.00001425942,0.378901,0.000008279016,0.00001408645,0.0000257002,0.001318639,0.00003111941,0.002675682,0.004166485,0.6124788,0.0001166649],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.54413,0.003986053,0.009614128,0.08839245,0.005369546,0.0003565095,0.00002932306,0.000298077,0.3478239],"genre_scores_gemma":[0.9172744,0.00002202706,0.0004327694,0.0008581339,0.0001958818,0.00004643241,0.0001541951,0.00001188045,0.08100427],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6620108,"threshold_uncertainty_score":0.9984719,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04170492386559433,"score_gpt":0.3422889907294583,"score_spread":0.300584066863864,"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."}}