{"id":"W4288690443","doi":"10.5539/jel.v11n5p183","title":"A Survey of Estonian Video Game Industry Needs","year":2022,"lang":"en","type":"article","venue":"Journal of Education and Learning","topic":"Information Systems Education and Curriculum Development","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"European Social Fund","keywords":"Game Developer; Context (archaeology); Computer science; Video game; Game design; Video game development; Game testing; Task (project management); Curriculum; Control (management); Software; Raster graphics; Game design document; Multimedia; Knowledge management; Psychology; Engineering; Artificial intelligence; Pedagogy; 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":[0.001774361,0.0002117799,0.0003099293,0.002256148,0.0005312944,0.0007351955,0.0003150405,0.0005465528,0.004790397],"category_scores_gemma":[0.004109797,0.0002568088,0.0001936756,0.001760285,0.0002328324,0.0007276668,0.0006606401,0.0003516011,0.001211292],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001456939,"about_ca_system_score_gemma":0.001013977,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01936199,"about_ca_topic_score_gemma":0.02269816,"domain_scores_codex":[0.9988991,0.0002322399,0.0001741626,0.00008554194,0.0003408367,0.0002681342],"domain_scores_gemma":[0.9951811,0.001515955,0.0009232614,0.0001119496,0.00153559,0.0007320924],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001070454,0.0002871157,0.93246,0.0003026202,0.00001706496,0.001045796,0.02058942,0.0001895581,0.001325201,0.0002805808,0.007978981,0.03541655],"study_design_scores_gemma":[0.000003673438,0.0001922549,0.9689459,0.0001112265,0.000007485999,0.0003211966,0.02076251,0.000356539,0.0001846464,0.00002475265,0.009078141,0.00001159569],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953557,0.000154648,0.0001520538,0.0002714499,0.000008573283,0.00003660354,0.00105194,0.000008247975,0.002960766],"genre_scores_gemma":[0.9914228,0.0007118332,0.0005061137,0.000364413,0.00001095687,0.0001420686,0.002086153,0.00001092709,0.004744647],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01936199,"threshold_uncertainty_score":0.03849852,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01917665527966518,"score_gpt":0.2773578799820096,"score_spread":0.2581812247023444,"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."}}