{"id":"W1615429986","doi":"","title":"MULTI-SCREEN VIDEO COMMUNICATION FOR BUSINESS AND ECONOMICS: LESSONS FOR MBA SCHOOLS OF THE 21ST CENTURY","year":2013,"lang":"en","type":"article","venue":"European Scientific Journal ESJ","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"New York Institute of Technology","funders":"","keywords":"Obsolescence; Matching (statistics); Computer science; Multimedia; Engineering management; Knowledge management; Marketing; Business; 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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.003372719,0.00007284515,0.0001138211,0.00007745358,0.001869887,0.0007100541,0.0006320482,0.00002666403,0.00003342813],"category_scores_gemma":[0.0008096456,0.00005325013,0.00008919671,0.0002001686,0.0003466285,0.000499657,0.0001188044,0.0001892364,0.00001677452],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003649497,"about_ca_system_score_gemma":0.0002446773,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007580825,"about_ca_topic_score_gemma":0.0003383235,"domain_scores_codex":[0.9987944,0.0003852041,0.0002916289,0.0001653053,0.0001282242,0.0002352115],"domain_scores_gemma":[0.9985768,0.000167529,0.0003482149,0.0002614748,0.0005417276,0.0001042382],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005363943,0.0003386414,0.006288684,0.00009048451,0.0001227272,6.553554e-7,0.03916216,0.0005302514,0.01248153,0.01664265,0.03209626,0.8921923],"study_design_scores_gemma":[0.0008442416,0.00002199126,0.01695406,0.0001466518,0.00003243332,0.000004730064,0.04774523,0.0006397286,0.0001037167,0.001054637,0.9323022,0.0001503829],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.952708,0.001444188,0.002865785,0.03059181,0.001977751,0.001349363,0.00008679942,0.00003610522,0.008940178],"genre_scores_gemma":[0.9631328,0.001129121,0.03072834,0.0001132021,0.0004338359,0.000008672386,0.00001370767,0.00002703877,0.00441328],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9002059,"threshold_uncertainty_score":0.9994295,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05068441253416916,"score_gpt":0.3171047075784059,"score_spread":0.2664202950442367,"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."}}