{"id":"W4408768741","doi":"10.23952/asvao.7.2025.2.07","title":"Sequential approximate weak optimality conditions for robust multiobjective fractional optimization problems","year":2025,"lang":"en","type":"article","venue":"Applied Set-Valued Analysis and Optimization","topic":"Optimization and Mathematical Programming","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Mathematical optimization; Mathematics; Applied mathematics; Multi-objective optimization; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008048447,0.002848831,0.002549125,0.002380256,0.0008676147,0.002641978,0.001625156,0.002115733,0.006538029],"category_scores_gemma":[0.02111754,0.001129361,0.001832901,0.001447903,0.002458369,0.00363746,0.002971935,0.002824124,0.0007258388],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001436914,"about_ca_system_score_gemma":0.001879353,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001812433,"about_ca_topic_score_gemma":0.001362997,"domain_scores_codex":[0.9977181,0.001143701,0.0001401064,0.0002371351,0.0005923305,0.0001686781],"domain_scores_gemma":[0.9900876,0.00736306,0.000714166,0.0003771892,0.001241619,0.0002163849],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0006834226,0.0001403181,0.0004156245,0.0007154091,0.0001609269,0.0002805475,0.0002684348,0.6743996,0.01237081,0.2707287,0.003065038,0.03677119],"study_design_scores_gemma":[0.00002965152,0.0001362422,0.0001104786,0.00004061786,0.0000209983,0.00002688664,0.00002985272,0.937545,0.00187278,0.05887193,0.001299796,0.00001581046],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01397412,0.0004604256,0.9761747,0.0003512742,0.0001790436,0.0001093291,0.0001195448,0.00008322331,0.008548322],"genre_scores_gemma":[0.6550231,0.001753104,0.3233699,0.0004818498,0.0006510713,0.001198881,0.0006695854,0.0005995323,0.01625298],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008048447,"threshold_uncertainty_score":0.04256475,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01676966989721251,"score_gpt":0.2641749552608463,"score_spread":0.2474052853636338,"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."}}