{"id":"W1481187517","doi":"10.1002/dac.2789","title":"Advanced communication systems for enhanced big data technology and applications","year":2014,"lang":"en","type":"article","venue":"International Journal of Communication Systems","topic":"Cloud Computing and Resource Management","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Francis Xavier University","funders":"","keywords":"Computer science; Big data; Data science; Data mining","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005960404,0.001192133,0.001016446,0.002302501,0.001647946,0.007908036,0.001800659,0.003186863,0.1838415],"category_scores_gemma":[0.01685553,0.0005313394,0.0007233491,0.002315893,0.0009838903,0.006321237,0.004780371,0.003316799,0.102912],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001376948,"about_ca_system_score_gemma":0.002360127,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002970245,"about_ca_topic_score_gemma":0.0002649023,"domain_scores_codex":[0.993838,0.00166154,0.0007162855,0.0006614742,0.002708101,0.0004145958],"domain_scores_gemma":[0.9849197,0.002928612,0.001058121,0.002588105,0.006999802,0.001505612],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000151119,0.00004332433,0.0002353111,0.0006324443,0.00002731843,0.0001484912,0.0002000212,0.0003845509,0.002826323,0.04426712,0.7678482,0.1832358],"study_design_scores_gemma":[0.00001482021,0.00004250349,0.0001948028,0.00009904784,0.000007561066,0.0001262496,0.000038651,0.0007765178,0.0006856024,0.006161622,0.9918389,0.00001368331],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004785562,0.04173983,0.1887755,0.06677869,0.2096511,0.002198301,0.004573827,0.01169015,0.4698071],"genre_scores_gemma":[0.0555903,0.04115296,0.07576378,0.01566556,0.1322456,0.002027676,0.007988069,0.00346613,0.6660999],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1838415,"threshold_uncertainty_score":0.6150112,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03351878799679666,"score_gpt":0.3026030449892825,"score_spread":0.2690842569924858,"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."}}