{"id":"W1533096316","doi":"","title":"Virtual Education: Cognition, Media, and Digital Learning Environments, Part 1","year":2007,"lang":"en","type":"article","venue":"EdMedia: World Conference on Educational Media and Technology","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Cognition; Computer science; Multimedia; Human–computer interaction; Cognitive science; Cognitive psychology; Psychology","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":[0.0004132631,0.0001661795,0.0001827438,0.0005338734,0.0004786272,0.0000959629,0.0001722102,0.0001984745,0.0008940693],"category_scores_gemma":[0.001697139,0.0001727792,0.00002048746,0.0005120954,0.00108066,0.0002627652,0.00005863682,0.0005748172,0.0001116601],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005734862,"about_ca_system_score_gemma":0.001039187,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000132189,"about_ca_topic_score_gemma":0.0005789982,"domain_scores_codex":[0.9985297,0.00005623653,0.0002596282,0.0003843832,0.0003769551,0.000393039],"domain_scores_gemma":[0.9983078,0.001056663,0.0001311002,0.0001194809,0.0001194298,0.0002655847],"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":[0.00001220886,0.0002369426,0.03401119,0.000004605819,0.00001806762,0.00000291454,0.002616462,1.771468e-7,0.00006199204,0.7315016,0.001431849,0.2301019],"study_design_scores_gemma":[0.0004387934,0.0001338746,0.01492929,0.0001328597,0.00003874462,0.00001498015,0.01421945,0.000005858354,0.000216782,0.6791852,0.2902529,0.0004312878],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2108606,0.00129563,0.0001651042,0.7317858,0.0040214,0.0004501114,0.00002574341,0.0002593793,0.05113628],"genre_scores_gemma":[0.9906431,0.0007897067,0.0004013134,0.000200431,0.001737529,0.00004783278,0.0001682557,0.00001306877,0.005998778],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7797825,"threshold_uncertainty_score":0.9789431,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01969775034073435,"score_gpt":0.286204393348935,"score_spread":0.2665066430082006,"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."}}