{"id":"W2139248042","doi":"10.1145/1082983.1083161","title":"SCQL","year":2005,"lang":"en","type":"article","venue":"ACM SIGSOFT Software Engineering Notes","topic":"Software Engineering Research","field":"Computer Science","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Computer science; Source code; Programming language; Software engineering; Software; Database; World Wide Web","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":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003868635,0.0003620815,0.0002861403,0.0003773396,0.0001134687,0.0002470791,0.002775334,0.000155583,0.00006350425],"category_scores_gemma":[0.2628161,0.0003836175,0.0001335893,0.0008747105,0.00003095955,0.0008972362,0.0009424438,0.0004723282,0.0006838798],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001691631,"about_ca_system_score_gemma":0.0000841556,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001507302,"about_ca_topic_score_gemma":0.000001857079,"domain_scores_codex":[0.9975224,0.00002075066,0.0003307026,0.0006427278,0.0006244326,0.0008589631],"domain_scores_gemma":[0.9145384,0.08262839,0.00005562839,0.002257851,0.0001568289,0.0003629152],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000009496341,0.0002067092,0.7113065,0.0002432871,0.0001357745,0.0001409264,0.001103839,0.04048538,0.005926412,0.007421836,0.0064809,0.2265389],"study_design_scores_gemma":[0.001275096,0.0002216792,0.8106222,0.0002618383,0.00002298696,0.0002432461,0.000005535745,0.01454064,0.04591541,0.0001250282,0.124436,0.002330331],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2648833,0.001459934,0.7229581,0.001755727,0.0009676712,0.0003115101,0.000008688931,0.007646214,0.000008774708],"genre_scores_gemma":[0.6586944,0.00001414798,0.3406546,0.0001310813,0.0003147702,0.00004191553,0.000004677215,0.00005211599,0.0000921934],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.3938112,"threshold_uncertainty_score":0.9998616,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01701421333253953,"score_gpt":0.2502417208657814,"score_spread":0.2332275075332419,"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."}}