{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001783467,0.0005104803,0.0003860196,0.0008087573,0.0004838161,0.003129818,0.0004123789,0.0007993825,0.003306994],"category_scores_gemma":[0.008329812,0.0001635311,0.0004151946,0.0008428411,0.001093936,0.002229888,0.002046131,0.0009252015,0.0002906986],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000694702,"about_ca_system_score_gemma":0.000755542,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003278252,"about_ca_topic_score_gemma":0.00457246,"domain_scores_codex":[0.9986936,0.0008280687,0.00003655301,0.0001622397,0.000134723,0.000144736],"domain_scores_gemma":[0.9943489,0.004243548,0.0005823238,0.0002625703,0.000260224,0.0003023843],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001661259,0.005172476,0.5468171,0.002109314,0.0005050611,0.002299985,0.02753334,0.05042862,0.006721261,0.05259347,0.002051693,0.3021063],"study_design_scores_gemma":[0.0001450207,0.004120254,0.6102559,0.001898222,0.0007958966,0.00133971,0.07518906,0.1809308,0.008770449,0.08357089,0.03264426,0.0003394835],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.977357,0.0004749714,0.007617192,0.0004178258,0.0000230138,0.0001308509,0.00009943094,0.00002901782,0.01385075],"genre_scores_gemma":[0.9943357,0.0002560059,0.004472364,0.00005205701,0.000004461434,0.0000763713,0.00003989127,0.000003681275,0.000759404],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003306994,"threshold_uncertainty_score":0.01106298,"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."}}