{"id":"W2106571622","doi":"10.1109/wcre.2009.22","title":"SQUAD: Software Quality Understanding through the Analysis of Design","year":2009,"lang":"en","type":"article","venue":"","topic":"Software Engineering Research","field":"Computer Science","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Software quality; Computer science; Quality (philosophy); Code smell; Software engineering; Software quality control; Object-oriented design; Software; Software design pattern; Software design; Software quality analyst; Software development; Programming language","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":[0.004258528,0.001641439,0.0008828982,0.005088849,0.0007536562,0.003468389,0.001617446,0.0009865913,0.002672948],"category_scores_gemma":[0.01691571,0.0008539309,0.001802484,0.002318813,0.00208339,0.007170911,0.002740906,0.001851392,0.0006320634],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001924293,"about_ca_system_score_gemma":0.002448899,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004091319,"about_ca_topic_score_gemma":0.003398892,"domain_scores_codex":[0.9968621,0.0009580781,0.0002250499,0.0003487851,0.001498678,0.0001074222],"domain_scores_gemma":[0.9912952,0.004021211,0.001463096,0.001733068,0.001358461,0.0001289493],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001397752,0.0002930042,0.02977228,0.001700908,0.0002920295,0.0004518553,0.005500419,0.1703908,0.01149794,0.3375003,0.01091374,0.431547],"study_design_scores_gemma":[0.00004946288,0.0001536826,0.00480842,0.000400368,0.0001255417,0.0003190859,0.001245838,0.6764103,0.005723645,0.2847564,0.02593637,0.00007085447],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02278114,0.0005231206,0.9700627,0.0007403479,0.00002274791,0.0001174918,0.0003626655,0.002022024,0.003367778],"genre_scores_gemma":[0.2290388,0.0007769396,0.7666716,0.0001584862,0.00003737428,0.0003105496,0.001302302,0.0004734612,0.001230495],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005088849,"threshold_uncertainty_score":0.0225215,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1584808405211159,"score_gpt":0.359248210995698,"score_spread":0.200767370474582,"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."}}