{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001165562,0.001467414,0.0009948006,0.0006760445,0.0005621138,0.002029936,0.004820611,0.001731522,0.03446702],"category_scores_gemma":[0.002255925,0.0006655399,0.00145665,0.0005765384,0.0006946169,0.00153364,0.004554706,0.001542929,0.007748791],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005565714,"about_ca_system_score_gemma":0.0008498588,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002377038,"about_ca_topic_score_gemma":0.003443637,"domain_scores_codex":[0.9995351,0.0001256252,0.00003086803,0.00006700839,0.0001951385,0.00004632007],"domain_scores_gemma":[0.9993402,0.0002144129,0.00002129707,0.0001487058,0.0001555577,0.0001196912],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001451724,0.0008591246,0.001656632,0.001402329,0.0003562795,0.00120136,0.001317449,0.2244917,0.05762231,0.1163725,0.1302515,0.4630171],"study_design_scores_gemma":[0.0002758939,0.0002301737,0.0005097062,0.0001490218,0.0000707656,0.0003144401,0.0001456512,0.7264807,0.01462558,0.04627841,0.2107809,0.0001388064],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.001799277,0.000111242,0.9768451,0.000247288,0.00009052027,0.0003012184,0.00099976,0.01558008,0.00402546],"genre_scores_gemma":[0.05929862,0.0003168441,0.92639,0.0003010464,0.00004755875,0.002140248,0.002885039,0.00204552,0.006575152],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.03446702,"threshold_uncertainty_score":0.1153036,"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."}}