{"id":"W2095638478","doi":"10.1109/sitis.2009.67","title":"Proposal and Evaluation of Adaptive Multimedia Utilization Method for Reliable Web Based Collaboration","year":2009,"lang":"en","type":"article","venue":"","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Athabasca University","funders":"","keywords":"Computer science; Multimedia; Presentation (obstetrics); Domain (mathematical analysis); Web application; Cognitive load; Cognition; World Wide Web","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":[0.007628259,0.00008864365,0.0001499439,0.0001428121,0.00007952507,0.00001169562,0.00003900082,0.0001049533,0.0002185544],"category_scores_gemma":[0.0008294637,0.00007791597,0.00002014094,0.0003560613,0.00002775826,0.0000744121,0.000003170196,0.00009457018,0.000002789247],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003959094,"about_ca_system_score_gemma":0.0001937494,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003082389,"about_ca_topic_score_gemma":0.000008902571,"domain_scores_codex":[0.9977736,0.001442333,0.0002329042,0.0002267455,0.0002061851,0.0001182496],"domain_scores_gemma":[0.9983131,0.0003500382,0.0001749371,0.0001310972,0.001009402,0.00002139295],"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":[0.0009957292,0.0003610154,0.001718552,0.00002396658,0.00005816813,2.193644e-7,0.006168078,0.002763115,0.04688994,0.09905811,0.006783768,0.8351793],"study_design_scores_gemma":[0.002900947,0.0008751117,0.02630531,0.00001886147,0.00008730727,7.048274e-7,0.0009840659,0.9544469,0.008084689,0.004286776,0.001889763,0.00011964],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.04169109,0.00007787759,0.9406704,0.0006674854,0.0002320475,0.0009814929,0.000008861629,0.00006824732,0.01560244],"genre_scores_gemma":[0.4915156,3.0478e-7,0.5077747,0.000113149,0.00003527535,0.00003957121,0.0000338073,0.000006471666,0.0004810905],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9516837,"threshold_uncertainty_score":0.3177321,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1251328931631653,"score_gpt":0.479287460389092,"score_spread":0.3541545672259268,"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."}}