{"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"},"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","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005519305,0.0003675865,0.0003655516,0.0003369372,0.0002187619,0.0002036451,0.0004153794,0.0002589433,0.000003047197],"category_scores_gemma":[0.00829459,0.0003483379,0.0001216187,0.0006126761,0.00004397424,0.0005298034,0.0001087575,0.0003091891,0.00000433221],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001419207,"about_ca_system_score_gemma":0.00007778759,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008909332,"about_ca_topic_score_gemma":0.000001624491,"domain_scores_codex":[0.9980753,0.00004298225,0.000397882,0.0006275096,0.0002906163,0.000565709],"domain_scores_gemma":[0.9968618,0.001847999,0.0001758477,0.0005954459,0.0003658898,0.0001530829],"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":[0.000161975,0.002041064,0.3166082,0.002305539,0.0005887161,0.0001424856,0.002013868,0.01320782,0.1102339,0.002636139,0.1864815,0.3635788],"study_design_scores_gemma":[0.0068214,0.002190685,0.07841779,0.00418459,0.0001813671,0.0003894731,0.00001303674,0.8349686,0.04588414,0.01921812,0.003370407,0.004360355],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.007902584,0.00012074,0.9693971,0.0001556175,0.0003247115,0.001247293,0.00002075859,0.02082877,0.000002373789],"genre_scores_gemma":[0.3773807,0.000004122819,0.6212512,0.0001082083,0.0000615926,0.001086998,0.00001752386,0.00004975423,0.00003984958],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.8217608,"threshold_uncertainty_score":0.9998969,"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","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005035684,0.0003599288,0.0004602006,0.0006823905,0.00008755502,0.0001159867,0.00115837,0.0001711871,0.00001839436],"category_scores_gemma":[0.01388511,0.0003602722,0.0002119576,0.001804362,0.00004075702,0.0007699723,0.0004381379,0.0003336399,0.00005809348],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001782028,"about_ca_system_score_gemma":0.00009715065,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005073167,"about_ca_topic_score_gemma":0.00000168666,"domain_scores_codex":[0.9971617,0.00002121046,0.0005229582,0.000684188,0.0006622618,0.0009476618],"domain_scores_gemma":[0.9944312,0.003166274,0.0001238265,0.001159761,0.0008560579,0.000262912],"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":[0.0001187756,0.0009729964,0.2934121,0.006409182,0.0008715426,0.0002043695,0.003823395,0.269408,0.0556931,0.02891642,0.0408438,0.2993263],"study_design_scores_gemma":[0.004875565,0.001120768,0.3554145,0.001410717,0.00007446759,0.0001891647,0.000103603,0.5392204,0.06083494,0.001660621,0.03150048,0.003594817],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.07348417,0.0004072256,0.9228418,0.0000590245,0.0009436283,0.0007563605,0.00001763392,0.001486346,0.000003774671],"genre_scores_gemma":[0.4103672,0.00002156811,0.5889262,0.00004159527,0.00008090135,0.0002468197,0.00001155001,0.00007833501,0.0002258762],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.336883,"threshold_uncertainty_score":0.9998849,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}