{"id":"W4243129909","doi":"10.1007/978-1-4614-6170-8_100734","title":"Graph Algorithms","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; Algorithm","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":[0.0003965725,0.00144917,0.0008725284,0.001935945,0.0009460747,0.002474674,0.001641606,0.0009905532,0.08364065],"category_scores_gemma":[0.001459662,0.0005669844,0.00069653,0.003403486,0.001149065,0.003225295,0.001638833,0.002662326,0.05665999],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001689051,"about_ca_system_score_gemma":0.001275423,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001252964,"about_ca_topic_score_gemma":0.00252951,"domain_scores_codex":[0.9993802,0.0001060507,0.00001789117,0.0001555666,0.0002875607,0.00005268629],"domain_scores_gemma":[0.999448,0.0001731596,0.00001642352,0.0001832873,0.0001328752,0.00004619978],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001829601,0.00006316964,0.00009209431,0.0003111944,0.00002057155,0.00002776191,0.00008919007,0.002927111,0.000794365,0.2307668,0.3647448,0.4001446],"study_design_scores_gemma":[0.00000756942,0.00001150589,0.0001680148,0.0001511256,0.00001222249,0.0001034162,0.00004469058,0.003787619,0.0008014628,0.2826952,0.7122063,0.00001098693],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001853944,0.01996166,0.1966727,0.003902999,0.003273915,0.0001291535,0.001102523,0.002465514,0.7706376],"genre_scores_gemma":[0.0313678,0.02568236,0.1292244,0.00205501,0.002471054,0.0002580522,0.003296292,0.002272856,0.8033721],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.08364065,"threshold_uncertainty_score":0.2798058,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01341943299991694,"score_gpt":0.2079450119200285,"score_spread":0.1945255789201115,"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."}}