{"id":"W4399435871","doi":"10.5381/jot.2024.23.1.a5","title":"Catch Me If You Can: Detecting Model-Data Inconsistencies in Low-Code Applications.","year":2024,"lang":"en","type":"article","venue":"The Journal of Object Technology","topic":"Model-Driven Software Engineering Techniques","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Université de Montréal","keywords":"Computer science; Code (set theory); Programming language","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":[0.005945103,0.001105326,0.0008031696,0.002412126,0.001161446,0.002570818,0.00423965,0.00364783,0.00160236],"category_scores_gemma":[0.07207039,0.001107422,0.0006776862,0.001921587,0.001724379,0.005313508,0.004655205,0.002863429,0.001108865],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008353259,"about_ca_system_score_gemma":0.002370534,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005617122,"about_ca_topic_score_gemma":0.00811568,"domain_scores_codex":[0.9900642,0.002428879,0.0006474087,0.001189175,0.005160748,0.0005096485],"domain_scores_gemma":[0.9589979,0.02106462,0.005674228,0.007205593,0.006269729,0.0007879173],"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":[0.002978948,0.001149692,0.157191,0.001346602,0.0007333888,0.00551959,0.005688341,0.03785134,0.06654231,0.02534956,0.07089312,0.6247559],"study_design_scores_gemma":[0.0003049008,0.000566937,0.0234538,0.0004344058,0.0004981841,0.002973349,0.00238719,0.740805,0.1416301,0.05182481,0.03484522,0.0002761574],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2980151,0.002618473,0.6264012,0.005536961,0.0008071238,0.0004724828,0.001776355,0.05972736,0.004644823],"genre_scores_gemma":[0.5919614,0.0003249178,0.397002,0.001239964,0.00009648239,0.0001726943,0.002223249,0.003809638,0.003169654],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005945103,"threshold_uncertainty_score":0.03144109,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02156834503583962,"score_gpt":0.269345271602677,"score_spread":0.2477769265668373,"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."}}