{"id":"W148192211","doi":"10.1007/b135610","title":"Essays and Surveys in Global Optimization","year":2005,"lang":"en","type":"book","venue":"","topic":"Advanced Optimization Algorithms Research","field":"Mathematics","cited_by":78,"is_retracted":false,"has_abstract":false,"ca_institutions":"Polytechnique Montréal; Group for Research in Decision Analysis","funders":"","keywords":"Global optimization; Nonlinear programming; Mathematical optimization; Multivariate statistics; Computer science; Optimization problem; Nonlinear system; Function (biology); Mathematics; Machine learning; Physics; Biology","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009932878,0.0002550279,0.0003813726,0.0001678936,0.0000396025,0.00005413851,0.0001698871,0.0003676953,0.001666994],"category_scores_gemma":[0.0004171374,0.0002525,0.00003675263,0.0001891167,0.00008191606,0.0001635557,0.0001566068,0.0002983277,0.00003324971],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005750454,"about_ca_system_score_gemma":0.0002648995,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008633585,"about_ca_topic_score_gemma":0.0002547573,"domain_scores_codex":[0.9982893,0.0002392343,0.000405751,0.0003818467,0.0004083046,0.0002755642],"domain_scores_gemma":[0.9989833,0.0003209825,0.0001271439,0.0002995526,0.0001683727,0.0001006402],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002049076,0.000289212,0.0002602332,0.0005424483,0.000103277,0.00007349861,0.0001409632,0.4227266,1.613595e-7,0.3591564,0.08458761,0.132099],"study_design_scores_gemma":[0.001849094,0.00006231888,0.00008111065,0.000252951,0.00003185858,0.00003404953,0.00003338052,0.615859,0.00000231631,0.3640456,0.01678567,0.0009626736],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[3.946066e-7,0.0001029375,0.5130219,0.00006335889,0.00002720385,0.0002746825,0.00003157999,0.00006433512,0.4864136],"genre_scores_gemma":[0.000003202712,0.0003990407,0.4054283,0.00002586387,0.00007903226,0.00002262214,0.00009582555,0.00004133534,0.5939048],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1931324,"threshold_uncertainty_score":0.9999927,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04168914641320891,"score_gpt":0.3574620360211724,"score_spread":0.3157728896079635,"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."}}