{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002313042,0.000216903,0.0003485649,0.0006202664,0.00007032032,0.0001010991,0.001038796,0.000159271,0.0006918479],"category_scores_gemma":[0.000002754268,0.0001775088,0.0005590384,0.0001952562,0.00005585634,0.00007068827,0.0001859614,0.0001721177,0.0005214713],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006322337,"about_ca_system_score_gemma":0.00001276933,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003393786,"about_ca_topic_score_gemma":0.000007771233,"domain_scores_codex":[0.9989431,0.00001595146,0.0001906745,0.0004597434,0.0002281013,0.000162447],"domain_scores_gemma":[0.9987153,0.00005945267,0.0001034324,0.0009746814,0.0000537341,0.00009334816],"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":[3.005731e-7,0.000002003572,0.000002736629,0.000002413044,0.0003538756,0.000006783125,0.00001291515,0.00001440345,4.529774e-7,0.9811195,0.0007183557,0.0177663],"study_design_scores_gemma":[0.00004773582,0.00002554215,0.00001888771,0.000007299535,0.0002229805,0.000002543613,3.735555e-7,0.002789756,0.00001329559,0.8480544,0.148519,0.0002981621],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[4.11453e-7,0.00004522546,0.5054017,0.00005842976,0.0001191515,0.00002466307,0.000001434505,0.0001154924,0.4942335],"genre_scores_gemma":[0.002510275,0.0000261797,0.01655274,0.0005696187,0.00008399754,0.000002022979,0.00001048927,0.00001246754,0.9802322],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.488849,"threshold_uncertainty_score":0.757525,"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."}}