{"id":"W4388096699","doi":"10.5267/j.ijdns.2023.10.002","title":"Beyond digital platforms: Gamified skill development in real-world scenarios and environmental variables","year":2023,"lang":"en","type":"article","venue":"International Journal of Data and Network Science","topic":"Socioeconomic Development in MENA","field":"Social Sciences","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"King Khalid University","keywords":"Credence; Context (archaeology); Socioeconomic status; Bridge (graph theory); Psychology; Knowledge management; Computer science; Sociology; Medicine; Geography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002867328,0.00007650282,0.000122218,0.0002736493,0.0002728031,0.0003161072,0.001065178,0.00002851833,0.0000406521],"category_scores_gemma":[0.0001377297,0.00006977122,0.00001028984,0.0003183099,0.0005640821,0.002183211,0.0006142359,0.0001172729,0.00001035819],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002509003,"about_ca_system_score_gemma":0.0004448885,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000448829,"about_ca_topic_score_gemma":0.0003319653,"domain_scores_codex":[0.9984785,0.00001197322,0.0003693979,0.0002232693,0.0006418813,0.0002749245],"domain_scores_gemma":[0.9992968,0.0002438978,0.0001942629,0.00009738823,0.00003744152,0.000130153],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000072779,0.00009111682,0.7943407,0.000004666463,0.00009427137,0.0001093312,0.02275506,0.0003819228,0.00009820222,0.01607003,0.00580981,0.1601721],"study_design_scores_gemma":[0.00231651,0.00006890295,0.7339329,0.000430156,0.00001930044,0.00008377228,0.02256741,0.006013878,0.00009424626,0.06662063,0.1670899,0.0007623191],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946252,0.00006941751,0.00008150642,0.0004684545,0.0008785323,0.00006937677,0.00002829944,0.00001050228,0.003768779],"genre_scores_gemma":[0.99441,0.001614573,0.003077138,0.0001359813,0.0002951151,0.000001308212,0.00003820217,0.000004464285,0.0004232256],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1612801,"threshold_uncertainty_score":0.3048229,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03234261671313229,"score_gpt":0.3196114289270225,"score_spread":0.2872688122138902,"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."}}