{"id":"W4407573217","doi":"10.47611/jsr.v13i3.2565","title":"Reducing Pre-service Teachers’ Public Speaking Anxiety through a Virtual Reality Intervention","year":2024,"lang":"en","type":"article","venue":"Journal of Student Research","topic":"Education and Critical Thinking Development","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Intervention (counseling); Virtual reality; Anxiety; Public service; Psychology; Service (business); Medical education; Applied psychology; Business; Medicine; Public relations; Political science; Computer science; Human–computer interaction; Marketing; Psychiatry","routes":{"ca_aff":true,"ca_fund":false,"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":[],"consensus_categories":[],"category_scores_codex":[0.01482534,0.00007534997,0.0001455797,0.0002168212,0.0005590086,0.0009917109,0.0005885615,0.00008183307,0.0005428187],"category_scores_gemma":[0.0009857095,0.00006243409,0.0001296286,0.0009994583,0.00017117,0.0007547671,0.0001743777,0.001001813,0.0000503241],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009098802,"about_ca_system_score_gemma":0.0009007526,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001271916,"about_ca_topic_score_gemma":0.0007390348,"domain_scores_codex":[0.9955133,0.001082861,0.000502241,0.0001922876,0.002285879,0.0004234441],"domain_scores_gemma":[0.9982539,0.0003623985,0.00008114907,0.0001252728,0.0009843939,0.0001928868],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002684385,0.0008122638,0.008579588,0.0001154302,0.0002080914,0.00004442384,0.6931583,0.000009326001,0.0003142814,0.1321125,0.01690884,0.1477101],"study_design_scores_gemma":[0.0003384341,0.0002332678,0.03922543,0.001313146,0.0000267271,0.0000245562,0.2595187,0.00003657931,0.000124806,0.01861089,0.6803686,0.0001788599],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9010879,0.0009442106,0.001495848,0.07261909,0.001442889,0.0002142408,8.424524e-7,0.00004509038,0.02214982],"genre_scores_gemma":[0.9959958,0.000639173,0.0005444819,0.0001641572,0.0009858026,0.000007063289,0.000001116555,0.000009741987,0.00165266],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6634598,"threshold_uncertainty_score":0.9563091,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2881543348171673,"score_gpt":0.5415939084274931,"score_spread":0.2534395736103258,"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."}}