{"id":"W7148952270","doi":"10.70675/95f0b6c8z16efz4491za4fbzfd1a8f4a96fb","title":"A guide book for the traveller on graphs full of blockages","year":2019,"lang":"","type":"dissertation","venue":"","topic":"Optimization and Search Problems","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Statistical analysis; Graph; Limiting","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008500497,0.0004229532,0.0004898817,0.0003444145,0.0003329784,0.0002533104,0.001835779,0.0003048079,0.001220734],"category_scores_gemma":[0.0001240766,0.0002758632,0.0005026089,0.0005198062,0.0001052377,0.0002341832,0.0000899717,0.0003210836,0.0001275951],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002634112,"about_ca_system_score_gemma":0.000503335,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008288129,"about_ca_topic_score_gemma":0.0000515833,"domain_scores_codex":[0.9968882,0.000125643,0.0009175086,0.0007753563,0.0007975539,0.000495806],"domain_scores_gemma":[0.9961355,0.00114089,0.0005134862,0.001153755,0.0009386498,0.00011766],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0008049135,0.0009669459,0.00002214011,0.001525951,0.0008493689,0.000002214116,0.02121785,0.05425228,0.003139613,0.5774038,0.16207,0.1777449],"study_design_scores_gemma":[0.001514604,0.001910315,0.0001467828,0.0003525138,0.00008651384,0.000002299863,0.001597734,0.8740954,0.007675203,0.001109704,0.1109127,0.0005962215],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.0002104983,0.001434196,0.8880607,0.002960598,0.00235089,0.00524591,0.00004138934,0.00007013314,0.0996257],"genre_scores_gemma":[0.01804634,0.004196268,0.02866666,0.0030625,0.00009154644,0.0003953694,0.0001959659,0.00008113201,0.9452642],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.859394,"threshold_uncertainty_score":0.9999694,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02531666876305527,"score_gpt":0.3028194717871067,"score_spread":0.2775028030240514,"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."}}