{"id":"W4234158878","doi":"10.1007/978-1-4614-6170-8_100581","title":"Graph Analysis","year":2014,"lang":"en","type":"book-chapter","venue":"","topic":"Graph Theory and Algorithms","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003426323,0.001137946,0.0006987839,0.00287008,0.0009882023,0.002047472,0.001215693,0.0007093344,0.06829067],"category_scores_gemma":[0.001239353,0.0005160393,0.0008302468,0.002594139,0.001355069,0.002436815,0.001283921,0.001951697,0.03996102],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001402102,"about_ca_system_score_gemma":0.0008839403,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001713504,"about_ca_topic_score_gemma":0.003173264,"domain_scores_codex":[0.9996104,0.00006460668,0.00001087044,0.0001117084,0.0001737197,0.00002877274],"domain_scores_gemma":[0.9995521,0.000123068,0.00001507301,0.0001555179,0.0001274269,0.00002696885],"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":[0.00001517109,0.00003551508,0.0001336437,0.0002180392,0.00002589124,0.00003871122,0.0001228329,0.00305122,0.001306877,0.4168282,0.2662036,0.3120204],"study_design_scores_gemma":[0.000004094186,0.00000740039,0.0002528279,0.000103236,0.00001610897,0.0001105817,0.00006520357,0.005335649,0.001399372,0.5200367,0.4726553,0.00001355302],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.00238557,0.01074341,0.3452649,0.003973837,0.002068109,0.0001232427,0.001390948,0.00279186,0.6312581],"genre_scores_gemma":[0.05374649,0.01532271,0.1583706,0.001739964,0.00188012,0.0002205161,0.004273184,0.002913689,0.7615328],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.06829067,"threshold_uncertainty_score":0.2284551,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00973592011566206,"score_gpt":0.2001489766457211,"score_spread":0.190413056530059,"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."}}