{"id":"W4409306370","doi":"10.1007/978-3-031-63665-3_3","title":"LCTVSs and Weak Topologies","year":2025,"lang":"en","type":"book-chapter","venue":"CMS/CAIMS books in mathematics","topic":"Scheduling and Optimization Algorithms","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Network topology; Computer science; Topology (electrical circuits); Mathematics; Computer network; Combinatorics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001488168,0.0003521773,0.0004882527,0.0002553541,0.00004184717,0.00006731448,0.0002018341,0.0004177807,0.0001185422],"category_scores_gemma":[0.00007458395,0.0003570767,0.00006996425,0.00003225194,0.000105562,0.00004164494,0.0000950351,0.0004394279,0.00004435107],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007403969,"about_ca_system_score_gemma":0.00003027773,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001199745,"about_ca_topic_score_gemma":0.000007108089,"domain_scores_codex":[0.9989575,0.00000503094,0.0004480175,0.0002237433,0.0001540855,0.0002116711],"domain_scores_gemma":[0.9992532,0.0002020896,0.00007012007,0.0003820072,0.00004031244,0.00005234563],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000004266702,0.00002768435,0.0000141335,0.002540961,0.0002070314,0.00004296287,0.001551149,0.0123745,0.00001067422,0.9549242,0.009323207,0.01897928],"study_design_scores_gemma":[0.0007775359,0.00004699438,0.000007206311,0.003335565,0.0001803066,0.00003997662,0.000600537,0.3476866,0.0002305166,0.562594,0.0830023,0.001498501],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00003403364,0.002308139,0.01481117,0.00005438263,0.0005178685,0.0002486597,0.00002100852,0.0004589513,0.9815458],"genre_scores_gemma":[0.0001696741,0.001851207,0.2201292,0.00005961311,0.0001170573,0.00002556989,0.00002196733,0.0001134632,0.7775123],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3923301,"threshold_uncertainty_score":0.9998881,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01673856729848456,"score_gpt":0.2289757445547444,"score_spread":0.2122371772562598,"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."}}