{"id":"W4409346340","doi":"10.23952/asvao.7.2025.3.01","title":"Preface","year":2025,"lang":"en","type":"article","venue":"Applied Set-Valued Analysis and Optimization","topic":"Optimization and Variational Analysis","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Philosophy","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000275672,0.0001485331,0.0002792009,0.0007112678,0.0002678551,0.0003025669,0.00030653,0.00008097292,0.00009739181],"category_scores_gemma":[0.00002617568,0.0001372423,0.000116666,0.004410601,0.00002799194,0.0002571717,0.0001397999,0.00006890191,0.000008635141],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003175875,"about_ca_system_score_gemma":0.00004700837,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002960138,"about_ca_topic_score_gemma":0.00001187046,"domain_scores_codex":[0.9987605,0.00005283537,0.0003178047,0.0004800076,0.0002271637,0.0001617039],"domain_scores_gemma":[0.9992057,0.00005449212,0.0001269341,0.0003966943,0.0001480785,0.00006810151],"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":[0.000003072628,0.00002338226,0.0004422032,0.000004000151,0.0004346476,1.580322e-7,0.00008780312,0.7328655,0.00002041443,0.2641797,0.0001386997,0.00180041],"study_design_scores_gemma":[0.0002642275,0.000005105226,0.001845059,0.000002618332,0.0005730061,1.671928e-7,0.00003156346,0.9949681,0.000116686,0.001705119,0.0003463325,0.0001420533],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0002261097,0.00007242057,0.9884671,0.0009663572,0.00003939428,0.0001140003,0.000002932446,0.000127463,0.009984232],"genre_scores_gemma":[0.493607,0.0001647883,0.5029199,0.00131561,0.00002170797,0.00003166976,0.0001742972,0.000006931804,0.001758106],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.4933808,"threshold_uncertainty_score":0.559658,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007098429098351498,"score_gpt":0.2375803590673039,"score_spread":0.2304819299689524,"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."}}