{"id":"W4401905737","doi":"10.1109/icst60714.2024.00052","title":"MOTIF: A tool for Mutation Testing with Fuzzing","year":2024,"lang":"en","type":"article","venue":"","topic":"Software Testing and Debugging Techniques","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Université du Luxembourg; Entomological Society of America","keywords":"Fuzz testing; Computer science; Mutation testing; Software testing; Programming language; Mutation; Genetics; Biology; Software","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":[],"consensus_categories":[],"category_scores_codex":[0.001975095,0.00170376,0.0008032477,0.002786105,0.0004757144,0.001214705,0.002982754,0.00182317,0.009756657],"category_scores_gemma":[0.0112951,0.001015507,0.001402947,0.001058233,0.001083005,0.002116748,0.002276594,0.001629281,0.002695119],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005458562,"about_ca_system_score_gemma":0.00109287,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001511625,"about_ca_topic_score_gemma":0.001514158,"domain_scores_codex":[0.9979207,0.0005179244,0.0002187889,0.0003635768,0.0008444953,0.0001345554],"domain_scores_gemma":[0.9955589,0.002981603,0.0003890109,0.0006234918,0.0003524785,0.00009449908],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001314273,0.0006028909,0.01677359,0.002453637,0.0006169956,0.002449855,0.0009270619,0.1033209,0.08245391,0.05452236,0.06942108,0.6651434],"study_design_scores_gemma":[0.0004324053,0.0005662052,0.004617913,0.000618424,0.0002119622,0.004312212,0.0001358188,0.7420718,0.08833145,0.06210014,0.09635199,0.0002497844],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0143446,0.0005604545,0.8220597,0.0002391802,0.0001025457,0.0002693453,0.001711512,0.1565133,0.00419924],"genre_scores_gemma":[0.1909949,0.000491816,0.786962,0.0003797103,0.00005925769,0.0008824879,0.004712916,0.01091865,0.004598265],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.009756657,"threshold_uncertainty_score":0.03263927,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03395302104150508,"score_gpt":0.2770897851717789,"score_spread":0.2431367641302738,"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."}}