{"id":"W4318754518","doi":"10.1002/2211-5463.13567","title":"Game on: immersive virtual laboratory simulation improves student learning outcomes & motivation","year":2023,"lang":"en","type":"article","venue":"FEBS Open Bio","topic":"Educational Games and Gamification","field":"Psychology","cited_by":46,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Hamilton Health Sciences","funders":"McMaster University","keywords":"Virtual reality; Modalities; Test (biology); Instructional simulation; Psychology; Psychological intervention; Computer science; Medical education; Multimedia; Human–computer interaction; Medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003972292,0.0001436567,0.0001593416,0.0001514783,0.0001349429,0.0001274745,0.0003088457,0.000099176,0.0004354397],"category_scores_gemma":[0.0001933079,0.0001299198,0.00004878254,0.0004589011,0.00003434192,0.000194891,0.00009903045,0.0001735464,0.003184462],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008388168,"about_ca_system_score_gemma":0.00004624513,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000556031,"about_ca_topic_score_gemma":0.00001168748,"domain_scores_codex":[0.998795,0.0001626336,0.0002538162,0.0003753347,0.0002041236,0.0002090467],"domain_scores_gemma":[0.9988156,0.000478327,0.000179845,0.0003109089,0.0001554328,0.0000598754],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003054056,0.001113885,0.7974111,0.00002253337,0.0004896223,0.000004641088,0.05840307,0.02620746,0.00941794,0.04256688,0.01671486,0.04734259],"study_design_scores_gemma":[0.0004365448,0.0001396551,0.8849086,0.00001321427,0.000009958611,1.403168e-7,0.007332028,0.000149782,0.0001073166,0.0001408375,0.1066131,0.0001488553],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9915783,0.00002591787,0.0002683851,0.002072081,0.001080391,0.0005479308,0.00002085125,0.00008038119,0.004325737],"genre_scores_gemma":[0.9619254,0.000008786706,0.00003138951,0.0006509175,0.0001691438,0.0001155875,0.0005232112,0.00002540075,0.03655016],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08989819,"threshold_uncertainty_score":0.9975917,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06616203087347229,"score_gpt":0.411693067003052,"score_spread":0.3455310361295797,"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."}}