{"id":"W4402457710","doi":"10.1145/3650212.3680398","title":"Characterizing and Detecting Program Representation Faults of Static Analysis Frameworks","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":"Concordia University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; Representation (politics); Static analysis; Program analysis; Programming language","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00826075,0.0009621204,0.0005622775,0.005849725,0.0007662409,0.001255077,0.0016174,0.001177023,0.0006611355],"category_scores_gemma":[0.0726452,0.0006137479,0.0007916066,0.002362114,0.001448228,0.003208921,0.001841186,0.001169439,0.0001536608],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001214679,"about_ca_system_score_gemma":0.002547909,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003150982,"about_ca_topic_score_gemma":0.004639174,"domain_scores_codex":[0.984675,0.004586419,0.00122734,0.002397525,0.006025451,0.001088161],"domain_scores_gemma":[0.9049243,0.05363949,0.01916233,0.01126957,0.01020083,0.0008034187],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0007353036,0.000761462,0.4846284,0.001190378,0.0003025797,0.001654871,0.008147421,0.01989635,0.05568637,0.007994234,0.003000636,0.4160019],"study_design_scores_gemma":[0.0001684911,0.002270179,0.3415979,0.001102498,0.001065212,0.005068516,0.007066423,0.4695002,0.1353759,0.01611341,0.02027997,0.0003912652],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9235874,0.0007366615,0.06982581,0.0003460383,0.00003391938,0.0002148011,0.0003707162,0.003821309,0.001063441],"genre_scores_gemma":[0.9484395,0.0001506231,0.05041567,0.00007339057,0.000009662876,0.00008202628,0.0004219527,0.0001672076,0.0002399205],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00826075,"threshold_uncertainty_score":0.04368758,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02245917158366384,"score_gpt":0.333704196811921,"score_spread":0.3112450252282571,"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."}}