{"id":"W4220700253","doi":"10.2196/31638","title":"A Reusable Multiplayer Game for Promoting Active School Transport: Development Study","year":2022,"lang":"en","type":"article","venue":"JMIR Serious Games","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Institute for Information and Communications Technology Promotion; Ministry of Science and ICT, South Korea","keywords":"Formative assessment; Focus group; Psychology; Agile software development; Incentive; Construct (python library); Scrum; Medical education; Video game development; Applied psychology; Pedagogy; Game design; Engineering; Computer science; Multimedia; Software development; Medicine; Software; Marketing; Business","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":[0.002843737,0.001122476,0.0005089755,0.001396612,0.0007841599,0.001344057,0.001106871,0.0006414243,0.002702688],"category_scores_gemma":[0.004561904,0.0005511669,0.0005514381,0.0005499851,0.0007849131,0.001380113,0.001850948,0.0006710626,0.0005648265],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008696694,"about_ca_system_score_gemma":0.001555833,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002574277,"about_ca_topic_score_gemma":0.004457577,"domain_scores_codex":[0.9988204,0.0005729239,0.00007137892,0.0001764463,0.0001702528,0.000188698],"domain_scores_gemma":[0.9979455,0.0009854092,0.0001302834,0.0001391145,0.000353547,0.0004461349],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001627321,0.0552028,0.1436896,0.002950538,0.0001934442,0.008983909,0.1728536,0.004130616,0.02374526,0.007167927,0.01042083,0.5690342],"study_design_scores_gemma":[0.003186433,0.05262029,0.4372264,0.002824494,0.0007560113,0.01933247,0.2006363,0.03467946,0.0381935,0.005102868,0.2048682,0.0005736274],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9900674,0.00009976811,0.004103343,0.00009497422,0.00001698026,0.00125511,0.0001641942,0.00009548535,0.004102783],"genre_scores_gemma":[0.9347699,0.0007672333,0.0546606,0.0001244765,0.00001162395,0.002866518,0.0006346672,0.00008765961,0.006077334],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002843737,"threshold_uncertainty_score":0.01503932,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02261635678099176,"score_gpt":0.320617829346847,"score_spread":0.2980014725658552,"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."}}