{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001289169,0.00094092,0.0008861754,0.002353688,0.001498485,0.003800605,0.001211899,0.001408524,0.4785824],"category_scores_gemma":[0.008988792,0.0002693915,0.0005070918,0.001571685,0.0004348237,0.002547638,0.002008211,0.002580141,0.3125921],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001114614,"about_ca_system_score_gemma":0.001509148,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001602695,"about_ca_topic_score_gemma":0.002155701,"domain_scores_codex":[0.9992424,0.0001026744,0.00005737273,0.0001335138,0.0003897638,0.00007428047],"domain_scores_gemma":[0.9955534,0.0007546153,0.0001866151,0.0003447577,0.002205481,0.0009551083],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001637047,0.00001004463,0.00003760058,0.00007681307,0.000001400097,0.00001665215,0.0000215234,0.00002470025,0.00007688687,0.001405123,0.9709047,0.02740809],"study_design_scores_gemma":[0.000003764682,0.00001095173,0.0002248917,0.00009435674,0.000001503879,0.0000283413,0.0000328875,0.00002056191,0.00004965295,0.001251464,0.9982784,0.00000324919],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.0009250428,0.01586008,0.003709977,0.04974097,0.5611373,0.0003133861,0.009182587,0.001222417,0.3579082],"genre_scores_gemma":[0.003810467,0.00732528,0.001412906,0.009647287,0.1040926,0.0001864869,0.007375074,0.0008111258,0.8653388],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.4785824,"threshold_uncertainty_score":0,"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."}}