{"id":"W4386800732","doi":"10.23977/aetp.2023.071102","title":"Research on the Implementation Path of the Reform of \"Three TEACHs\" Promoted by the Integration of \"Posts, Courses, Competitions, and Certificates\": Taking the Application of Virtual Reality Technology as an Example","year":2023,"lang":"en","type":"article","venue":"Advances in Educational Technology and Psychology","topic":"Innovative Educational Techniques","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Vocational education; Certificate; Curriculum; Quality (philosophy); Engineering management; Computer science; Virtual reality; Engineering; Pedagogy; Psychology; Human–computer interaction","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":[0.001894923,0.00024952,0.0001733523,0.0008893323,0.0012778,0.003092651,0.0009335592,0.001154872,0.01016651],"category_scores_gemma":[0.005065876,0.0001689839,0.0003343076,0.001038899,0.001147578,0.003770601,0.000805611,0.0009470112,0.0007739895],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004103695,"about_ca_system_score_gemma":0.01489532,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01147005,"about_ca_topic_score_gemma":0.01131857,"domain_scores_codex":[0.9982663,0.0006636857,0.00007404913,0.0002496859,0.0003773182,0.0003690365],"domain_scores_gemma":[0.9973132,0.0006304805,0.00050446,0.0001294092,0.0009016316,0.000520795],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0002620213,0.001234264,0.09873009,0.0009507832,0.00007532156,0.000339297,0.011895,0.004197051,0.005687213,0.5599277,0.009071159,0.3076302],"study_design_scores_gemma":[0.0002791485,0.002049452,0.574509,0.001449701,0.0002989137,0.0005322009,0.08337346,0.02876801,0.01353753,0.08949266,0.2055145,0.0001953903],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7327164,0.001813832,0.04268423,0.01744437,0.0003221629,0.001156106,0.000425768,0.0002477821,0.2031894],"genre_scores_gemma":[0.9731171,0.001075917,0.01149733,0.0004301755,0.0000185886,0.0001787482,0.0001500125,0.00002408741,0.01350798],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01147005,"threshold_uncertainty_score":0.03401029,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1312548464692416,"score_gpt":0.520327332611984,"score_spread":0.3890724861427425,"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."}}