{"id":"W3013050088","doi":"10.1007/978-3-030-44041-1_59","title":"An Innovative Big Data Predictive Analytics Framework over Hybrid Big Data Sources with an Application for Disease Analytics","year":2020,"lang":"en","type":"book-chapter","venue":"Advances in intelligent systems and computing","topic":"Data Stream Mining Techniques","field":"Computer Science","cited_by":94,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Big data; Predictive analytics; Computer science; Data science; Data analysis; Analytics; Variety (cybernetics); Data mining; Artificial intelligence","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007610109,0.0005731215,0.0007437709,0.0003425155,0.0001968742,0.0005185727,0.004693665,0.0001574288,4.768884e-7],"category_scores_gemma":[0.0001448301,0.0005196664,0.00003084902,0.0003904183,0.0002164744,0.001411653,0.002517975,0.0005388523,0.000001481402],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001025654,"about_ca_system_score_gemma":0.000225966,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006478187,"about_ca_topic_score_gemma":0.00005959763,"domain_scores_codex":[0.9957995,0.00006913701,0.0009364584,0.002279087,0.000545745,0.0003700901],"domain_scores_gemma":[0.9933954,0.0005209186,0.001070739,0.004436877,0.0003174548,0.0002586429],"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":[0.0001854701,0.0001528809,0.003837493,0.0007938708,0.000290329,0.00006299828,0.0007921133,0.007154478,0.000001668869,0.2055396,0.0002728501,0.7809163],"study_design_scores_gemma":[0.0001197364,0.0005053831,0.00005644632,0.001731021,0.00009527348,0.00001059987,0.0001579805,0.9169902,0.00001335097,0.01573218,0.06395519,0.0006325927],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0001364364,0.002677846,0.9918919,0.000043421,0.0005064052,0.001229912,0.002633255,0.0003050784,0.0005757586],"genre_scores_gemma":[0.7323737,0.001865122,0.2468451,0.0003848361,0.003870995,0.00009920527,0.01402319,0.0002303607,0.0003075467],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9098358,"threshold_uncertainty_score":0.9997255,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08113488816839846,"score_gpt":0.3304299553003479,"score_spread":0.2492950671319494,"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."}}