{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":2,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":2,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"65a9d6d3f309","filters":{"venue":"ISRN Software Engineering"}},"results":[{"id":"W2102816978","doi":"10.1155/2013/420394","title":"Regression Test Reduction for Object-Oriented Software: A Control Call Graph Based Technique and Associated Tool","year":2013,"lang":"en","type":"article","venue":"ISRN Software Engineering","topic":"Software Testing and Debugging Techniques","field":"Computer Science","cited_by":8,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Université du Québec à Trois-Rivières","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Regression testing; Test suite; Computer science; Test case; Control flow graph; Call graph; Control flow; Test Management Approach; Reduction (mathematics); Graph; Test (biology); Keyword-driven testing; Software regression; Model-based testing; Software; Control (management); Data mining; Regression analysis; Programming language; Artificial intelligence; Machine learning; Theoretical computer science; Software system; Software development; Software quality; Software construction; Mathematics","authors":[{"name":"Nicolas Frechette","is_ca":true},{"name":"Linda Badri","is_ca":true},{"name":"Mourad Badri","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.006770740737484236,"gpt":0.2137819957857035,"spread":0.2070112550482192,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009810962,0.000857877,0.000541963,0.002390511,0.0003223563,0.0005307533,0.001333807,0.0005858878,0.002008651],"category_scores_gemma":[0.004686558,0.0002952419,0.0008786194,0.0009364028,0.0008894925,0.0008410091,0.000888833,0.000993044,0.0004637307],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002762105,"about_ca_system_score_gemma":0.0005568046,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001255721,"about_ca_topic_score_gemma":0.001153474,"domain_scores_codex":[0.9983149,0.0004643438,0.00007381335,0.0001838242,0.00086059,0.0001026535],"domain_scores_gemma":[0.9957539,0.00278715,0.0003931359,0.0006383264,0.0003671884,0.00006030722],"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":[0.0003453533,0.0005543565,0.005421926,0.000464616,0.0001040002,0.001638415,0.000566653,0.06240631,0.1250565,0.02815731,0.003660037,0.7716245],"study_design_scores_gemma":[0.0001255387,0.0007777425,0.007032188,0.0001453541,0.0002322947,0.003791604,0.000155081,0.7151583,0.2211496,0.0275184,0.02378572,0.0001280989],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02105776,0.0001001826,0.9693269,0.00008304479,0.00001182634,0.0001210839,0.00004582151,0.007510651,0.001742773],"genre_scores_gemma":[0.3663168,0.0002360711,0.6285259,0.0001812001,0.00003910555,0.00026895,0.0004040425,0.001540007,0.002487912],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.002390511,"threshold_uncertainty_score":0.006719589,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1997670024","doi":"10.1155/2013/276105","title":"Extension of Object-Oriented Metrics Suite for Software Maintenance","year":2013,"lang":"en","type":"article","venue":"ISRN Software Engineering","topic":"Software Engineering Research","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Western University","funders":"","keywords":"Maintainability; Computer science; Software metric; Suite; Software maintenance; Set (abstract data type); Measure (data warehouse); Data mining; Class (philosophy); Programming complexity; Software; Object-oriented programming; Software system; Software engineering; Software construction; Artificial intelligence; Programming language","authors":[{"name":"John Michura","is_ca":true},{"name":"Miriam A. M. Capretz","is_ca":true},{"name":"Shuying Wang","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01329648758661464,"gpt":0.2384969122388343,"spread":0.2252004246522197,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008457019,0.001707353,0.001112245,0.007361148,0.0007162784,0.002739772,0.001557948,0.0008534432,0.002236068],"category_scores_gemma":[0.02910266,0.0004699765,0.001204128,0.007768027,0.0003472286,0.002533614,0.001800716,0.001414548,0.001182225],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001054093,"about_ca_system_score_gemma":0.002314138,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003583787,"about_ca_topic_score_gemma":0.003376977,"domain_scores_codex":[0.989053,0.003317893,0.001969145,0.0005501176,0.004882402,0.0002275588],"domain_scores_gemma":[0.98502,0.00400106,0.002223649,0.002363396,0.006011279,0.0003805431],"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":[0.0003100257,0.0004637272,0.02643342,0.001783292,0.0004652235,0.0005434596,0.0009558812,0.06053911,0.01176475,0.06092307,0.0273174,0.8085006],"study_design_scores_gemma":[0.0002411333,0.001781165,0.04171119,0.0009457429,0.0005033362,0.002101756,0.0003812604,0.5125048,0.02339698,0.1103242,0.3056591,0.0004493211],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02101822,0.001174593,0.946654,0.0004044505,0.0002066442,0.001815891,0.004641693,0.01580304,0.008281494],"genre_scores_gemma":[0.105475,0.0006944277,0.8806443,0.0001097521,0.00007761739,0.001885559,0.007629812,0.001116376,0.002367187],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.008457019,"threshold_uncertainty_score":0.04472554,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}