{"id":"W1539540708","doi":"10.1017/cbo9780511627217.006","title":"Nonlinear optimization","year":2009,"lang":"en","type":"book-chapter","venue":"Cambridge University Press eBooks","topic":"Advanced Optimization Algorithms Research","field":"Mathematics","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Nonlinear system; Computer science; Physics","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":[0.0004883806,0.0008879746,0.000850044,0.0005013135,0.0003349313,0.001299455,0.0006230414,0.0007833384,0.07927204],"category_scores_gemma":[0.001068803,0.0002522868,0.0005197468,0.0008451545,0.0006116938,0.001158271,0.0009614414,0.001720978,0.03478158],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00081247,"about_ca_system_score_gemma":0.0008098388,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00120568,"about_ca_topic_score_gemma":0.002021031,"domain_scores_codex":[0.9997411,0.00004009276,0.0000115169,0.00005540843,0.000132915,0.00001893082],"domain_scores_gemma":[0.9998143,0.00005655791,0.00001097999,0.00003506325,0.00006345032,0.0000197084],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0000432304,0.0000431375,0.0002196701,0.0007220496,0.00006123816,0.00007112761,0.00005977641,0.01409267,0.001771337,0.2188065,0.4752222,0.2888871],"study_design_scores_gemma":[0.00001383714,0.00004474328,0.0006895474,0.0002424906,0.00002076361,0.0001763743,0.00004382175,0.021567,0.0009682729,0.1795677,0.7966464,0.00001906856],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.002421588,0.06671827,0.1922265,0.007015816,0.005594247,0.00007467165,0.001844302,0.000923682,0.723181],"genre_scores_gemma":[0.03994824,0.04279318,0.03965842,0.001411583,0.00193328,0.0001939662,0.002021109,0.0006993762,0.8713409],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.07927204,"threshold_uncertainty_score":0.2651914,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0460853528308138,"score_gpt":0.273241114197505,"score_spread":0.2271557613666912,"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."}}