{"id":"W4399391505","doi":"10.1016/j.dajour.2024.100491","title":"Advances in big data optimization models, algorithms, and applications","year":2024,"lang":"en","type":"article","venue":"Decision Analytics Journal","topic":"Big Data and Business Intelligence","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Regina","funders":"","keywords":"Computer science; Big data; Algorithm; 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":[0.006098845,0.001738275,0.002400702,0.001960731,0.0006669384,0.005463429,0.002648229,0.001694523,0.003231833],"category_scores_gemma":[0.01831583,0.001024383,0.001450714,0.004678289,0.001559012,0.007768174,0.002224313,0.005439123,0.001310987],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00167397,"about_ca_system_score_gemma":0.002677791,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004598877,"about_ca_topic_score_gemma":0.004094291,"domain_scores_codex":[0.9969785,0.001170176,0.0001848217,0.0004946303,0.001035108,0.000136801],"domain_scores_gemma":[0.9859412,0.009865515,0.0006525606,0.001527711,0.001725008,0.0002879874],"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":[0.0001778796,0.0003006897,0.004012333,0.001248031,0.0003199776,0.00006956975,0.0001055641,0.2890042,0.0007731754,0.2705393,0.02740387,0.4060454],"study_design_scores_gemma":[0.00001239497,0.00004003955,0.0005989848,0.0001501014,0.00005144191,0.00004814796,0.00005700164,0.7583448,0.0005317359,0.2104406,0.02969842,0.00002634441],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"review","genre_scores_codex":[0.008101542,0.07689793,0.8892774,0.01139296,0.001442792,0.00005859702,0.0006609051,0.0006860516,0.01148182],"genre_scores_gemma":[0.3153331,0.1464919,0.5158636,0.003484238,0.007473934,0.0002801895,0.002126387,0.0007564245,0.00819023],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.006098845,"threshold_uncertainty_score":0.03225422,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1559206648845114,"score_gpt":0.3538447782978951,"score_spread":0.1979241134133837,"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."}}