{"id":"W1989485302","doi":"10.1145/2487241.2487243","title":"The VPN Conjecture Is True","year":2013,"lang":"en","type":"article","venue":"Journal of the ACM","topic":"Complexity and Algorithms in Graphs","field":"Computer Science","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Combinatorics; Conjecture; Mathematics; Context (archaeology); Discrete mathematics; Matrix (chemical analysis); Path (computing); Shortest path problem; Graph; Computer science","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":["open_science"],"consensus_categories":[],"category_scores_codex":[0.0003339321,0.00006334917,0.00009109981,0.00002655373,0.0002923979,0.0002754105,0.005882549,0.00002685606,0.00004568985],"category_scores_gemma":[0.0003185655,0.00002673285,0.0001747488,0.0001988232,0.00007451038,0.0002614923,0.0009207965,0.0002960299,0.00003336788],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000150405,"about_ca_system_score_gemma":0.00004696188,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001114705,"about_ca_topic_score_gemma":0.000002717831,"domain_scores_codex":[0.9992446,0.00006850798,0.0001977202,0.00006471806,0.000284095,0.0001404032],"domain_scores_gemma":[0.9981387,0.000252663,0.0002201138,0.001226924,0.0001135084,0.00004811904],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000007775053,0.0000714489,0.001011036,0.000006764539,0.0001393913,0.00001295742,0.002483411,0.0000812268,0.0008939254,0.04567906,0.7305657,0.2190472],"study_design_scores_gemma":[0.0002584275,0.00008429452,0.01478407,0.00003059389,0.00000914833,0.0003832232,0.00006711498,0.003826159,0.002213894,0.8440758,0.1341784,0.00008879429],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2776811,0.002825593,0.0379368,0.6691455,0.00891644,0.0003529102,0.000002620414,0.00005079797,0.003088319],"genre_scores_gemma":[0.934561,0.0001778436,0.05371777,0.008238563,0.0009316406,0.000003265803,3.420038e-8,0.00001070239,0.002359239],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7983968,"threshold_uncertainty_score":0.9994961,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01333278377694644,"score_gpt":0.2280666080066087,"score_spread":0.2147338242296623,"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."}}