{"id":"W4387260736","doi":"10.23952/jnva.7.2023.5.02","title":"Vectorial penalisation in vector optimisation in real linear-topological spaces","year":2023,"lang":"en","type":"article","venue":"Journal of Nonlinear and Variational Analysis","topic":"Optimization and Variational Analysis","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Vector (molecular biology); Topology (electrical circuits); Mathematics; Computer science; Pure mathematics; Combinatorics; Biology","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":[0.001319404,0.000113651,0.0003554742,0.001333161,0.00006271496,0.0001116327,0.0002327552,0.00009611905,0.00008827342],"category_scores_gemma":[0.0002951344,0.00008687795,0.0001818023,0.004397053,0.00001688899,0.0005660768,0.0000615946,0.0001689643,0.000004623718],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009308053,"about_ca_system_score_gemma":0.0001214417,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001938445,"about_ca_topic_score_gemma":0.0002576178,"domain_scores_codex":[0.9981977,0.0001964341,0.000704516,0.0002191714,0.0005290247,0.0001531358],"domain_scores_gemma":[0.9987168,0.0004201902,0.0003836154,0.00009539254,0.000303899,0.00008004752],"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":[0.00009535251,0.0002578507,0.1895173,0.000007732688,0.0004629839,0.0000400088,0.000931694,0.7526116,0.0003901338,0.05470577,0.00005393638,0.0009256583],"study_design_scores_gemma":[0.000393302,0.00003647924,0.3787739,0.000004673012,0.00007651231,0.000003176574,0.00003436315,0.6190341,0.000008056057,0.001503154,0.00006348537,0.00006882974],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6745282,0.0000615857,0.3105603,0.01385654,0.0005307277,0.0001490471,0.00003615794,0.00005957421,0.0002178581],"genre_scores_gemma":[0.9430518,0.0002688346,0.05574315,0.00009887338,0.0005934095,0.000003465856,0.0001679758,0.000002926767,0.00006952892],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2685236,"threshold_uncertainty_score":0.354278,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02786336668756757,"score_gpt":0.2996362875133996,"score_spread":0.271772920825832,"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."}}