{"id":"W4405558025","doi":"10.23952/jnva.9.2025.1.01","title":"The two-guard problem on curvininear polygons","year":2024,"lang":"en","type":"article","venue":"Journal of Nonlinear and Variational Analysis","topic":"Advanced Differential Equations and Dynamical Systems","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Guard (computer science); Computer science; Programming language","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":[0.0005903009,0.00009162144,0.0002307178,0.000203665,0.0001706652,0.0001540409,0.00009690309,0.00003414739,0.00006029557],"category_scores_gemma":[0.0002162773,0.00004921803,0.0002786008,0.0005346509,0.00002696916,0.00009930602,0.00001988459,0.0001817845,0.000008187901],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003375124,"about_ca_system_score_gemma":0.00005860264,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001369419,"about_ca_topic_score_gemma":0.00003495631,"domain_scores_codex":[0.9988436,0.00007365986,0.0005014414,0.0001031283,0.0003745588,0.0001036387],"domain_scores_gemma":[0.99823,0.001220322,0.0001991553,0.00009779425,0.0001821109,0.00007064422],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00006795666,0.0001796133,0.0005756693,0.00003572119,0.003183678,0.00001214871,0.0002270475,0.00561697,0.0001287576,0.9798667,0.0004692676,0.009636451],"study_design_scores_gemma":[0.0003880397,0.0001518936,0.00150219,0.00007254477,0.001703198,0.00002998863,0.00008752369,0.6804702,0.00001076204,0.3057657,0.009682398,0.0001355547],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05748173,0.0008979618,0.9334435,0.005684793,0.0004342682,0.0001521054,0.00009044947,0.00003723029,0.001777921],"genre_scores_gemma":[0.9539752,0.000128184,0.04347681,0.00006015131,0.0009632647,0.00000409094,0.00001583347,0.00001602862,0.001360412],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8964935,"threshold_uncertainty_score":0.2007053,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02449595758859767,"score_gpt":0.3396086455680225,"score_spread":0.3151126879794248,"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."}}