{"id":"W4408345218","doi":"10.22329/jtl.v19i1.8943","title":"Student's Readiness in Using Virtual Reality for Physics Learning","year":2025,"lang":"en","type":"article","venue":"Journal of Teaching and Learning","topic":"Technology-Enhanced Education Studies","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Virtual reality; Mathematics education; Human–computer interaction; Computer science; Psychology","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":[0.004464997,0.00006891839,0.0002226592,0.0001726443,0.001277709,0.00007051113,0.000124268,0.00006996553,0.000001331467],"category_scores_gemma":[0.004104894,0.00006659251,0.00004815223,0.0002010852,0.0001056539,0.0002011457,0.00004447865,0.001318922,1.79246e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002049605,"about_ca_system_score_gemma":0.0001631694,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004883109,"about_ca_topic_score_gemma":0.0000786091,"domain_scores_codex":[0.9986896,0.0005866339,0.0002818662,0.000106592,0.0001537271,0.0001815712],"domain_scores_gemma":[0.9987943,0.0007131038,0.0003083523,0.00004062647,0.0001143993,0.00002925825],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.00007175659,0.0001765213,0.328288,0.00005285912,0.0001403251,0.000004185905,0.1940022,0.02757166,0.002194442,0.03081005,0.000600428,0.4160875],"study_design_scores_gemma":[0.001752936,0.0003398287,0.1268165,0.001068051,0.0001439545,0.000009025734,0.6905425,0.002448916,0.0001568409,0.007785973,0.1685486,0.0003869153],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9607896,0.000294414,0.03535728,0.001336595,0.0003368795,0.0000688205,1.293423e-7,0.00005611041,0.00176015],"genre_scores_gemma":[0.9946203,0.00007395536,0.002816574,0.0000369672,0.0002385232,0.000002078606,2.266622e-7,0.000005397082,0.002205942],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4965403,"threshold_uncertainty_score":0.9827236,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04607679831444398,"score_gpt":0.4390135998398887,"score_spread":0.3929368015254447,"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."}}