{"id":"W4320483377","doi":"10.55667/ijede.2022.v37.i2.1272","title":"From Metastudies to Metaverse","year":2023,"lang":"en","type":"article","venue":"International journal of e-learning & distance education","topic":"Virtual Reality Applications and Impacts","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Metaverse; Agile software development; Status quo; Critical thinking; Sociology; Knowledge management; Engineering ethics; Public relations; Computer science; Political science; Pedagogy; Engineering; Virtual reality","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":[0.03489374,0.0006823858,0.00121442,0.003891067,0.01217142,0.0302264,0.00327738,0.008858007,0.01416116],"category_scores_gemma":[0.05492595,0.0008029107,0.001517772,0.004054529,0.04900648,0.05504436,0.01675374,0.01629063,0.003403852],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01215777,"about_ca_system_score_gemma":0.009926263,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003696764,"about_ca_topic_score_gemma":0.003496907,"domain_scores_codex":[0.970347,0.0179956,0.001729153,0.003229619,0.005060234,0.001638392],"domain_scores_gemma":[0.9453841,0.03525425,0.002752324,0.009742345,0.005316223,0.001550739],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000005441866,0.000002834988,0.00005413513,0.00004361819,0.000004664633,0.00002895637,0.004878418,0.00002600441,0.00002471444,0.9877428,0.004994535,0.002193879],"study_design_scores_gemma":[0.0000107778,0.00001102659,0.00005714193,0.0004263676,0.000010158,0.0001138259,0.004666886,0.0002236444,0.0002677324,0.642232,0.3519614,0.00001911243],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01353357,0.02384633,0.1609184,0.3087442,0.01456949,0.0002055272,0.0003408018,0.0009518872,0.4768898],"genre_scores_gemma":[0.7286856,0.01342674,0.03431442,0.06877558,0.01041116,0.001088335,0.0004467308,0.002244664,0.1406068],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03489374,"threshold_uncertainty_score":0.1845379,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02138685232914988,"score_gpt":0.3380938426960891,"score_spread":0.3167069903669392,"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."}}