{"id":"W4414700955","doi":"10.1080/10668926.2025.2562590","title":"Factors Affecting the Implementation of Extended Reality Technologies to Support Technical Education in Two-Year Colleges","year":2025,"lang":"en","type":"article","venue":"Community College Journal of Research and Practice","topic":"Education and Learning Interventions","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact","funders":"National Science Foundation","keywords":"Vocational education; Higher education; Sociotechnical system; Reality check; Educational technology; Technical writing","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006630354,0.0002876839,0.0002528744,0.0009587215,0.001841082,0.004009478,0.001348638,0.0009288879,0.003357028],"category_scores_gemma":[0.05420287,0.0003821339,0.0003673965,0.001058997,0.00103658,0.001407049,0.002994616,0.001554257,0.0003423354],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002314437,"about_ca_system_score_gemma":0.009685357,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02065124,"about_ca_topic_score_gemma":0.02543329,"domain_scores_codex":[0.992519,0.002450451,0.0005892293,0.0003730702,0.002249621,0.001818641],"domain_scores_gemma":[0.9345706,0.02527947,0.01455728,0.001715671,0.007278865,0.01659817],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002823632,0.002519236,0.8502988,0.0003212462,0.00005272439,0.001103548,0.06641287,0.0006599568,0.00444022,0.000788597,0.001282149,0.07183826],"study_design_scores_gemma":[0.00002445494,0.001106574,0.899493,0.0001900667,0.00003222312,0.0004003673,0.09158122,0.001058037,0.001197987,0.0001467932,0.004688815,0.00008042136],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982653,0.00006601126,0.000279293,0.0003960853,0.000006836759,0.00005087972,0.00001371835,0.00001091205,0.0009110608],"genre_scores_gemma":[0.998934,0.0001080167,0.0004330089,0.0001037286,0.000004771799,0.00003344018,0.00001793122,0.000004274836,0.0003608593],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02065124,"threshold_uncertainty_score":0.04106212,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1629557679722241,"score_gpt":0.5506056132902892,"score_spread":0.3876498453180652,"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."}}