{"id":"W4253617473","doi":"10.1145/1083142.1083161","title":"SCQL","year":2005,"lang":"en","type":"article","venue":"","topic":"Software Engineering Research","field":"Computer Science","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00008217332,0.00002448366,0.00002221445,0.00003769441,0.00001460554,0.00004510101,0.0004040023,0.00001039123,0.00008153372],"category_scores_gemma":[0.00007998443,0.00002075401,0.00001032481,0.0001443062,0.000004812897,0.0001808543,0.000103078,0.00004001916,0.00102974],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001598798,"about_ca_system_score_gemma":0.00001271074,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003279137,"about_ca_topic_score_gemma":0.000001071877,"domain_scores_codex":[0.9996342,0.000003564747,0.00003282281,0.00009004778,0.0001224198,0.0001169166],"domain_scores_gemma":[0.9996001,0.00009813783,0.000002371636,0.0002424136,0.00001553307,0.00004150635],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[5.487922e-7,0.00004435626,0.008304485,0.000005117458,0.000007472169,0.00001140843,0.000245393,0.00163896,0.0009695315,0.232877,0.05115198,0.7047437],"study_design_scores_gemma":[0.0003516959,0.00005478694,0.07745488,0.000007057574,6.041929e-7,0.00003644249,0.000003854671,0.3210938,0.03022445,0.001244841,0.5692098,0.0003178754],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01241301,0.00003831085,0.9759177,0.002005161,0.00006778428,0.00002352341,3.184088e-8,0.000534157,0.00900032],"genre_scores_gemma":[0.7742486,0.000001174243,0.2223069,0.0001702967,0.00005708551,0.000002424676,4.61353e-8,0.000002104403,0.003211406],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7618356,"threshold_uncertainty_score":0.9997481,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01518993377293214,"score_gpt":0.2652056014566818,"score_spread":0.2500156676837497,"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."}}