{"id":"W4402526955","doi":"10.1145/3679006.3685068","title":"Using Category Partition to Detect Metamorphic Relations","year":2024,"lang":"en","type":"article","venue":"","topic":"Software Testing and Debugging Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Partition (number theory); Metamorphic rock; Computer science; Artificial intelligence; Geology; Mathematics; Combinatorics; Petrology","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":[0.002514498,0.0005239429,0.000498547,0.004937439,0.001107029,0.001984516,0.001110519,0.001305165,0.002407889],"category_scores_gemma":[0.01182594,0.0004016713,0.0006818788,0.00177683,0.003368533,0.003358187,0.00350244,0.001203743,0.0002729019],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009808022,"about_ca_system_score_gemma":0.0008567089,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003445462,"about_ca_topic_score_gemma":0.001903483,"domain_scores_codex":[0.9961916,0.0008899065,0.0002728973,0.0009111187,0.001317553,0.0004169039],"domain_scores_gemma":[0.9896649,0.004942678,0.001119087,0.001784555,0.002041095,0.0004476301],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0009640496,0.0001805303,0.07882264,0.0003975175,0.0001573179,0.001347496,0.005140082,0.02743309,0.05327608,0.5040742,0.00245653,0.3257505],"study_design_scores_gemma":[0.00007038486,0.0006573019,0.03428185,0.0002308328,0.0001631822,0.00341607,0.002223024,0.3313491,0.05813348,0.5487673,0.02049793,0.0002095154],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.2251607,0.0002267895,0.7655771,0.0001862071,0.00003130424,0.0001792349,0.0002839325,0.001290956,0.007063764],"genre_scores_gemma":[0.8405238,0.00007140721,0.1574683,0.0000742905,0.00001953895,0.0001681208,0.0004712444,0.0001367347,0.0010665],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.004937439,"threshold_uncertainty_score":0.01329809,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08057092530792093,"score_gpt":0.3225163007733012,"score_spread":0.2419453754653803,"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."}}