{"id":"W2036362885","doi":"10.1080/15427951.2012.625246","title":"Geometric Protean Graphs","year":2012,"lang":"en","type":"article","venue":"Internet Mathematics","topic":"Complex Network Analysis Techniques","field":"Physics and Astronomy","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University; Toronto Metropolitan University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Mathematics; Dimension (graph theory); Link (geometry); Property (philosophy); Ranking (information retrieval); Euclidean space; Space (punctuation); Theoretical computer science; Function (biology); Euclidean geometry; Computer science; Artificial intelligence; Combinatorics","routes":{"ca_aff":true,"ca_fund":true,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002189081,0.0001303373,0.0001916453,0.0001737551,0.00002315513,0.00004050179,0.0002257982,0.00002264816,0.001863703],"category_scores_gemma":[0.000008904674,0.0001111584,0.0001412883,0.0003858059,0.00002588499,0.0001072672,0.0001043248,0.0001126177,0.0003100841],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001594863,"about_ca_system_score_gemma":0.000004815973,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004843059,"about_ca_topic_score_gemma":9.378711e-7,"domain_scores_codex":[0.9992094,0.00001770685,0.0002478077,0.0000998519,0.0001477327,0.0002775029],"domain_scores_gemma":[0.9994054,0.00006295797,0.0001246258,0.0002907174,0.00003452463,0.00008176111],"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":[0.000003139196,0.001777066,0.1418003,0.00006758632,0.0004018902,8.237205e-7,0.002007592,0.000004972438,0.0002230165,0.759357,0.06649924,0.02785738],"study_design_scores_gemma":[0.0009687908,0.0003037993,0.008384778,0.0004298041,0.0006678061,0.00002448794,0.001541773,0.02116157,0.06258971,0.7360878,0.1655876,0.002252136],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.456766,0.0001178723,0.449229,0.00003270982,0.0001181949,0.0003806235,0.000005642989,0.00022579,0.09312412],"genre_scores_gemma":[0.9744539,7.056158e-7,0.02316604,0.00001753481,0.0002090045,0.00004889256,0.000009118598,0.00002072535,0.002074036],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5176879,"threshold_uncertainty_score":0.9990487,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02043266424877522,"score_gpt":0.2723019065488521,"score_spread":0.2518692423000769,"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."}}