{"id":"W1543926183","doi":"","title":"Assessments for Learning, of Learning, and as Learning in 3D Immersive Virtual Environments","year":2013,"lang":"en","type":"article","venue":"EdMedia: World Conference on Educational Media and Technology","topic":"Educational Games and Gamification","field":"Psychology","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University; University of Victoria","funders":"","keywords":"Computer science; Human–computer interaction; Experiential learning; Virtual learning environment; Learning to learn; Artificial intelligence; Multimedia; Psychology; Mathematics education","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001925595,0.000182668,0.0002561188,0.0006555172,0.00009943486,0.00002035305,0.0001502857,0.0002011365,0.002177578],"category_scores_gemma":[0.0005571199,0.0001888767,0.00002412086,0.0002969494,0.0003902065,0.0000921438,0.00004877916,0.0006122293,0.0001307685],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005088488,"about_ca_system_score_gemma":0.0001702485,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007756638,"about_ca_topic_score_gemma":0.00002724279,"domain_scores_codex":[0.9986328,0.0001033537,0.0003308447,0.0004581971,0.0001811238,0.0002936739],"domain_scores_gemma":[0.9984801,0.0009036126,0.0002687979,0.0001321901,0.0001134408,0.0001018481],"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":[0.00003716324,0.0004183647,0.3120585,0.00001700167,0.00005672267,6.005301e-7,0.003156018,0.000006564257,0.002527655,0.6456788,0.000622968,0.03541962],"study_design_scores_gemma":[0.00190432,0.001484429,0.6356497,0.0001511374,0.00004940683,0.00001805932,0.01140962,0.0003923549,0.0008509468,0.3288378,0.01874394,0.00050824],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.863805,0.0007003281,0.0003182013,0.1259774,0.001255943,0.0008959944,0.000007531778,0.00004377075,0.006995888],"genre_scores_gemma":[0.9725574,0.0003115466,0.0004683893,0.00008540598,0.0001285046,0.0007883371,0.0001437346,0.00001891065,0.02549773],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3235912,"threshold_uncertainty_score":0.9987346,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02248507394001184,"score_gpt":0.3254737514415897,"score_spread":0.3029886775015779,"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."}}