{"id":"W2250144099","doi":"","title":"The Role of Computer Simulations in Hybrid Learning Environments","year":2007,"lang":"en","type":"article","venue":"EdMedia: World Conference on Educational Media and Technology","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science; Human–computer interaction; Artificial intelligence","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":[0.0009112396,0.0001152045,0.0001591931,0.0005959209,0.0001542864,0.000009426984,0.0001893482,0.00008902637,0.0003064892],"category_scores_gemma":[0.0004641556,0.0000952227,0.00001597134,0.0004637839,0.0004457302,0.00002493955,0.00004288239,0.0008078805,0.00003278675],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003441776,"about_ca_system_score_gemma":0.00006090501,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002188059,"about_ca_topic_score_gemma":0.00007464564,"domain_scores_codex":[0.9988329,0.0002095487,0.0002994966,0.0002418537,0.0001432758,0.0002729057],"domain_scores_gemma":[0.9971018,0.002461012,0.0001538944,0.0001923174,0.00005067261,0.0000402664],"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":[0.00002448663,0.0001483053,0.1911251,0.00000159045,0.00002037642,0.000001936239,0.001694595,0.00001662104,0.00088625,0.6954752,0.00008848767,0.1105171],"study_design_scores_gemma":[0.0003871608,0.0001110714,0.4310618,0.00003790495,0.000006925791,0.000008355196,0.0004731478,0.0004566609,0.0009915907,0.5568163,0.009503618,0.000145507],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8790801,0.0008204286,0.004874737,0.09589706,0.002757033,0.0003435545,0.000007680273,0.00008885765,0.0161305],"genre_scores_gemma":[0.9969773,0.00001430164,0.001476384,0.00006066441,0.0002130091,0.00002227096,0.00002122726,0.00001021345,0.001204627],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2399367,"threshold_uncertainty_score":0.3883069,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0276600215191738,"score_gpt":0.3355623223563379,"score_spread":0.3079023008371641,"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."}}