{"id":"W6926255130","doi":"10.20382/jocg.v16i2a6","title":"Robustly guarding polygons","year":2025,"lang":"en","type":"article","venue":"Journal of Computational Geometry (Carleton University)","topic":"Marine Invertebrate Physiology and Ecology","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Robustness (evolution); Guard (computer science); Approximation algorithm; Polygon (computer graphics); Constant (computer programming); Visibility; Domain (mathematical analysis)","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":[0.001790796,0.0009858537,0.001243024,0.0007805121,0.0005758077,0.002281355,0.002264983,0.001460864,0.002160043],"category_scores_gemma":[0.01647439,0.0008728952,0.00174662,0.0009422389,0.002616554,0.005382806,0.00434313,0.002548371,0.0004552838],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009397101,"about_ca_system_score_gemma":0.001037139,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001856013,"about_ca_topic_score_gemma":0.001510016,"domain_scores_codex":[0.9974239,0.000475906,0.0001931579,0.0006591471,0.0007531854,0.0004947683],"domain_scores_gemma":[0.9920155,0.003720789,0.001263268,0.002198166,0.0004509646,0.0003513791],"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":[0.0001748797,0.00004044312,0.0009158603,0.000112068,0.00003682184,0.0001205163,0.000174546,0.8826786,0.007843906,0.07638404,0.0009287663,0.03058952],"study_design_scores_gemma":[0.00001592454,0.0000987867,0.0002021332,0.0000327262,0.00001721388,0.0001299394,0.00007744478,0.8902237,0.006158996,0.1013118,0.001712759,0.0000185525],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04306681,0.0001667304,0.9542011,0.0002288345,0.00002874785,0.00003898255,0.0001746812,0.0004931141,0.001600977],"genre_scores_gemma":[0.6516323,0.0003945452,0.3454003,0.000118738,0.00006391936,0.00008927302,0.0004740836,0.0002739812,0.00155283],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002281355,"threshold_uncertainty_score":0.009470701,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006569673843731423,"score_gpt":0.1890649422360971,"score_spread":0.1824952683923657,"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."}}