{"id":"W2136300789","doi":"10.1109/icccn.2011.6006079","title":"A Collaborative Cloud-Based Multimedia Sharing Platform for Social Networking Environments","year":2011,"lang":"en","type":"article","venue":"","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer science; Cloud computing; World Wide Web; Multimedia; Scalability; The Internet; Architecture; Variety (cybernetics); Social media; Database","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":[0.0004116057,0.00008485648,0.0001220966,0.00005746971,0.0007122282,0.00002167066,0.0004636066,0.0001750951,0.0006043355],"category_scores_gemma":[0.00009083032,0.00008548702,0.00004945909,0.0001903397,0.0003271432,0.00009706985,0.00007714539,0.0001056316,0.00004557569],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009508599,"about_ca_system_score_gemma":0.00007983021,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003405586,"about_ca_topic_score_gemma":0.001590703,"domain_scores_codex":[0.9991823,0.00003782575,0.0001643846,0.0001745897,0.0001413619,0.0002995473],"domain_scores_gemma":[0.9994459,0.0001714406,0.000101543,0.0001803931,0.00003386349,0.00006691763],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003422793,0.0008153443,0.03716153,0.00001767372,0.0001858801,0.000003492322,0.204687,0.000006525942,0.0006917478,0.4706976,0.01046676,0.2749242],"study_design_scores_gemma":[0.002902853,0.0001027462,0.004375534,0.0000180766,0.00004226259,1.055667e-7,0.02125202,0.01768117,0.002634609,0.0187447,0.931684,0.0005619027],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1029875,0.0002902016,0.05768413,0.005952939,0.002901115,0.004684838,0.00004664678,0.001416271,0.8240364],"genre_scores_gemma":[0.9672618,0.00003264136,0.03058676,0.0003326598,0.0002878161,0.0001843255,0.00001639467,0.00001311883,0.001284472],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9212173,"threshold_uncertainty_score":0.661705,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1006281833175015,"score_gpt":0.3362812534482588,"score_spread":0.2356530701307573,"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."}}