{"id":"W2099951699","doi":"10.1109/icassp.2001.940202","title":"Cooperative and online learning in signal processing","year":2002,"lang":"en","type":"article","venue":"","topic":"Experimental Learning in Engineering","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science; Session (web analytics); Flexibility (engineering); Asynchronous communication; Multimedia; Learning Management; Synchronous learning; Cooperative learning; Asynchronous learning; Educational technology; Subject (documents); Quality (philosophy); Mathematics education; World Wide Web; Teaching method; Psychology; Telecommunications","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":[0.00003508374,0.00009603658,0.00009212072,0.00006972466,0.00002894185,0.00002778517,0.000034361,0.00003563693,0.0002299041],"category_scores_gemma":[0.00000835273,0.00009783982,0.000007685111,0.0001337187,0.00001599106,0.0001332211,0.00001611274,0.0002552797,0.00001546836],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000380523,"about_ca_system_score_gemma":0.00000108761,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003686771,"about_ca_topic_score_gemma":0.000005587132,"domain_scores_codex":[0.999575,0.000008897607,0.0001058608,0.00009856235,0.00005740243,0.0001543255],"domain_scores_gemma":[0.9998994,0.00002080033,0.00000584553,0.0000305654,0.000007350511,0.00003597646],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[9.42325e-7,0.00002397295,0.00343095,0.00004016479,0.00000577237,0.00001194431,0.00190718,0.9122238,0.03624297,0.00005119296,0.00005690542,0.04600416],"study_design_scores_gemma":[0.0001800529,0.00002596255,0.001346386,0.00004407259,0.000001022348,0.000008561135,0.0004173174,0.9931079,0.003047116,0.000001438396,0.001688877,0.0001313507],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9704928,0.002862185,0.007324776,0.00003185059,0.00003323098,0.00007732194,4.957681e-7,0.0006926259,0.01848471],"genre_scores_gemma":[0.9946911,0.00005331554,0.004471716,0.00001467094,0.00002883328,0.000005372971,0.000001987825,0.00002676925,0.0007061847],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08088401,"threshold_uncertainty_score":0.3989792,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01011008017158319,"score_gpt":0.2171694227984832,"score_spread":0.2070593426269,"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."}}