{"id":"W3194071623","doi":"10.20533/ijds.2040.2570.2021.0214","title":"Applications of Extended Reality Technologies within Design Pedagogy: A Case Study in Architectural Science","year":2021,"lang":"en","type":"article","venue":"International Journal for Digital Society","topic":"Augmented Reality Applications","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Computer science; Engineering ethics; Architectural engineering; Mathematics education; Human–computer interaction; Sociology; Engineering; Psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008644303,0.0001122587,0.0001510506,0.0001411311,0.0002634981,0.0005221936,0.001480485,0.00004727703,0.000001293837],"category_scores_gemma":[0.0002769068,0.0001030487,0.0001592879,0.0008614794,0.000316978,0.0008701792,0.000522895,0.0002593466,0.000001122406],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002902995,"about_ca_system_score_gemma":0.0007486452,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004588519,"about_ca_topic_score_gemma":0.00005559039,"domain_scores_codex":[0.9982611,0.00003135962,0.0005138793,0.0003689908,0.0006126154,0.0002120704],"domain_scores_gemma":[0.998055,0.0002293614,0.000298275,0.0003922122,0.000962385,0.00006278837],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00007728974,0.006322148,0.009317558,0.00005185877,0.0007520537,0.001216231,0.03221197,0.01326368,0.007475608,0.1222646,0.0007134017,0.8063337],"study_design_scores_gemma":[0.005854581,0.0007824576,0.007548416,0.0001706335,0.00007268735,0.05030732,0.1057548,0.3075085,0.02651555,0.4917256,0.002558163,0.001201278],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07997738,0.00004393052,0.9169474,0.002105013,0.000162869,0.0005204032,0.00004217204,0.00008136355,0.0001194974],"genre_scores_gemma":[0.9486056,0.00000792547,0.05109899,0.00003829822,0.00003367825,0.0001543739,0.000004628472,0.000005812548,0.00005066385],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8686283,"threshold_uncertainty_score":0.5035525,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04983454350605155,"score_gpt":0.3900487005413406,"score_spread":0.340214157035289,"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."}}