{"id":"W15240455","doi":"10.1529/biophysj.103.037861","title":"DATA-DRIVEN FRAMEWORK FOR AN ONLINE 3D IMMERSIVE ENVIRONMENT FOR EDUCATIONAL APPLICATIONS","year":2010,"lang":"en","type":"article","venue":"EDULEARN10 Proceedings","topic":"Virtual Reality Applications and Impacts","field":"Computer Science","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Avatar; Computer science; Presentation (obstetrics); Multimedia; Task (project management); Focus (optics); World Wide Web; Online learning; Human–computer interaction; Instructional simulation; Virtual reality; Engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.0002692168,0.0001542575,0.0001408549,0.00007719896,0.0003794017,0.0002267524,0.00174167,0.00012993,0.00004271029],"category_scores_gemma":[0.0002387881,0.0001549286,0.00004926325,0.0001914508,0.0000824859,0.0009501807,0.0002630881,0.0002566198,0.00006061515],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003888273,"about_ca_system_score_gemma":0.000153883,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009392711,"about_ca_topic_score_gemma":0.000008099489,"domain_scores_codex":[0.9985471,0.00000335695,0.0002350312,0.0006941947,0.0002004862,0.0003197986],"domain_scores_gemma":[0.9984353,0.0002131759,0.0001693401,0.0007475658,0.0001920254,0.0002426191],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000009869443,0.0005869174,0.00009850741,0.00003406638,0.00002100355,1.072627e-8,0.0004971943,0.00002347883,0.00519372,0.9320598,0.007483467,0.05399201],"study_design_scores_gemma":[0.0003274145,0.0002787794,0.002793332,0.00001228744,0.00002991042,0.000007780415,0.0002750414,0.07631198,0.0004709847,0.1186146,0.8005434,0.0003345986],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.00670048,0.00001736674,0.9794702,0.01126013,0.0001676952,0.001552825,0.0004933971,0.00005498474,0.0002829489],"genre_scores_gemma":[0.1067885,0.00001764353,0.8890177,0.0007112717,0.001107751,0.001392183,0.0006596189,0.00002507993,0.0002802382],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.8134452,"threshold_uncertainty_score":0.6317804,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0752597195338474,"score_gpt":0.3483631247270136,"score_spread":0.2731034051931662,"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."}}