{"id":"W3014850249","doi":"10.1145/3342195.3387548","title":"Peregrine","year":2020,"lang":"en","type":"preprint","venue":"","topic":"Graph Theory and Algorithms","field":"Computer Science","cited_by":93,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Computer science; Graph; Theoretical computer science; Computation; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009600286,0.000132258,0.0001486483,0.00004150561,0.00003419409,0.0001561379,0.001491821,0.00008114147,0.00009246677],"category_scores_gemma":[0.00001240888,0.0001085826,0.0001094032,0.00011322,0.00001903807,0.00007169018,0.002577908,0.000360063,0.0002750998],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006467963,"about_ca_system_score_gemma":0.00004591147,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006316071,"about_ca_topic_score_gemma":5.036907e-7,"domain_scores_codex":[0.9991558,0.00003588487,0.0001118238,0.0004371001,0.0001314091,0.0001279483],"domain_scores_gemma":[0.9991905,0.00002193672,0.00004048074,0.0006284053,0.00002698534,0.00009165399],"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":[6.503296e-7,0.00001443342,0.00001495421,0.00002484001,0.00001631121,0.00002874302,0.000226794,0.00005621602,0.00004786198,0.9752172,0.001903693,0.02244826],"study_design_scores_gemma":[0.00007842429,0.0000242079,0.0003051178,0.00001849851,0.000004069951,0.00000713226,0.000008801821,0.07366031,0.0009771435,0.9176074,0.007047566,0.000261382],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0005746683,0.00007615207,0.9508812,0.005604459,0.0008696992,0.00008521339,0.000002262435,0.0005062001,0.04140015],"genre_scores_gemma":[0.6499121,0.00002855824,0.3437451,0.002700616,0.0003687216,0.00002398282,0.00001059046,0.00001376581,0.003196551],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6493374,"threshold_uncertainty_score":0.4427872,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0300596120281239,"score_gpt":0.2471642315886921,"score_spread":0.2171046195605682,"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."}}