{"id":"W4282970690","doi":"10.1145/3524059.3532365","title":"MASTIFF","year":2022,"lang":"en","type":"article","venue":"","topic":"Graph Theory and Algorithms","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Engineering and Physical Sciences Research Council; Queen's University; Queen's University Belfast; CHIST-ERA; Department for the Economy","keywords":"Computer science; Algorithm; Theoretical computer science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001194032,0.0000215931,0.00002168747,0.00002695222,0.0001501937,0.0000202855,0.0004307918,0.000002493955,0.0006274494],"category_scores_gemma":[0.00000162998,0.00001931966,0.00001800401,0.0001832322,0.000005927412,0.0000755809,0.0003144005,0.00004509018,0.00004829315],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004433758,"about_ca_system_score_gemma":0.000006902925,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001405932,"about_ca_topic_score_gemma":8.142742e-8,"domain_scores_codex":[0.9996937,0.00002860214,0.00003142735,0.00008939467,0.00008629433,0.0000705974],"domain_scores_gemma":[0.999794,0.00001404865,0.000006967059,0.0001616183,0.000003786129,0.00001958328],"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":[3.092516e-7,0.00001268735,0.00003932571,1.944586e-7,0.000001073855,0.000006906473,0.0000966986,0.00008924244,0.00007217128,0.9762406,0.001135691,0.02230511],"study_design_scores_gemma":[0.0001916188,0.0001051276,0.0006081138,3.650482e-7,8.81985e-7,0.00006539436,0.0001436385,0.07136195,0.001076633,0.8013282,0.1249642,0.000153892],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.006207461,0.00002084756,0.936991,0.0009644178,0.0004473081,0.00002788029,6.645558e-7,0.0001922893,0.05514812],"genre_scores_gemma":[0.9721161,1.907849e-7,0.02253242,0.0009449778,0.00001217041,0.00001049825,3.255509e-7,0.00000138363,0.004381895],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9659086,"threshold_uncertainty_score":0.6870131,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005949135033091081,"score_gpt":0.1806415183000282,"score_spread":0.1746923832669371,"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."}}