{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001544415,0.0009854101,0.0008847567,0.002360948,0.002324003,0.005751574,0.002641472,0.002675929,0.624985],"category_scores_gemma":[0.004781023,0.0006594286,0.0009009436,0.001894939,0.0007211971,0.003487836,0.004192645,0.002270083,0.4647442],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001106846,"about_ca_system_score_gemma":0.002528662,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002033961,"about_ca_topic_score_gemma":0.002428555,"domain_scores_codex":[0.9986662,0.0001457247,0.00007417649,0.0003240019,0.0006068163,0.000183186],"domain_scores_gemma":[0.9969014,0.0003749234,0.000183341,0.0006490063,0.0009441302,0.0009471026],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004462422,0.0001194456,0.001033662,0.0004836526,0.00002468193,0.0003878601,0.0001796862,0.0003360554,0.003368903,0.0226935,0.7138073,0.257119],"study_design_scores_gemma":[0.00004172269,0.00003047654,0.0003905669,0.00007330778,0.000007753681,0.000221296,0.00003951827,0.0003460677,0.0006620851,0.003174601,0.9950026,0.00001006014],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004374146,0.003735633,0.0201544,0.009438245,0.0057234,0.0004436599,0.01658517,0.02020998,0.9193352],"genre_scores_gemma":[0.02632559,0.003435725,0.01726141,0.004601296,0.001549194,0.0003838227,0.02486517,0.006828772,0.914749],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.375015,"threshold_uncertainty_score":0,"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."}}