{"id":"W3185758526","doi":"10.22215/etd/2021-14513","title":"Geometric Spanners For Compact Regions","year":2021,"lang":"en","type":"dissertation","venue":"","topic":"Computational Geometry and Mesh Generation","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Combinatorics; Mathematics; Disjoint sets; Shortest path problem; Graph; Discrete mathematics","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":[],"consensus_categories":[],"category_scores_codex":[0.0001730905,0.0002053154,0.0002570902,0.0006959887,0.0001910901,0.0002730444,0.0004997927,0.0001637565,0.00006011478],"category_scores_gemma":[0.0001626216,0.0002068332,0.0002229943,0.001744506,0.000006248186,0.0002505412,0.00002472404,0.0001324795,0.00003222124],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000583825,"about_ca_system_score_gemma":0.0003907526,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002208205,"about_ca_topic_score_gemma":0.00008985854,"domain_scores_codex":[0.9986137,0.00003165271,0.0002800985,0.0005172057,0.0003223972,0.0002349585],"domain_scores_gemma":[0.9985943,0.0002701916,0.0001593715,0.0003887166,0.0004865837,0.000100835],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002864018,0.0002371711,0.00001810286,0.0002781316,0.00021126,0.00001487561,0.0005824406,0.0076908,0.0006931908,0.5164361,0.2985834,0.1752258],"study_design_scores_gemma":[0.001500481,0.0003930501,0.00615895,0.0002157617,0.000154016,0.00005151358,0.0007775529,0.1302224,0.02575514,0.0289127,0.8039038,0.00195465],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.001451861,0.001833655,0.975698,0.0007022294,0.002724919,0.0003834575,0.00001143574,0.000169596,0.01702486],"genre_scores_gemma":[0.1321971,0.0005319935,0.2383039,0.001488042,0.001572204,0.0002153455,0.01777881,0.00009410649,0.6078185],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7373941,"threshold_uncertainty_score":0.8434412,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03022580416310857,"score_gpt":0.3006705040689275,"score_spread":0.270444699905819,"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."}}