{"meta":{"query_hash":"65a9d6d3f309","filters":{"venue":"ISRN Software Engineering"},"cohort_total":2,"direct_labels_cover":0,"predictions_cover":2,"exported":2,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/65a9d6d3f309","api":"https://metacan.xera.ac/api/v1/cohort?venue=ISRN+Software+Engineering"},"results":[{"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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_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","score_opus":0.013296487586614638,"score_gpt":0.23849691223883435,"score_spread":0.2252004246522197,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1997670024","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.07348417,0.00040722557,0.92284185,0.000059024504,0.0009436283,0.00075636053,0.00001763392,0.0014863465,0.0000037746713],"genre_scores_gemma":[0.41036716,0.000021568112,0.5889262,0.000041595275,0.00008090135,0.00024681972,0.00001155001,0.00007833501,0.00022587623],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99716175,0.00002121046,0.00052295823,0.000684188,0.0006622618,0.00094766176],"domain_scores_gemma":[0.9944312,0.0031662737,0.00012382651,0.0011597612,0.00085605786,0.000262912],"candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005035684,0.0003599288,0.00046020062,0.0006823905,0.000087555025,0.00011598665,0.0011583697,0.00017118709,0.000018394363],"category_scores_gemma":[0.013885113,0.0003602722,0.00021195761,0.0018043616,0.000040757022,0.0007699723,0.0004381379,0.00033363988,0.000058093476],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011877559,0.0009729964,0.29341206,0.0064091817,0.00087154255,0.00020436954,0.0038233951,0.26940805,0.055693097,0.028916417,0.040843803,0.2993263],"study_design_scores_gemma":[0.0048755654,0.0011207676,0.35541445,0.0014107167,0.000074467585,0.00018916471,0.00010360298,0.5392204,0.060834937,0.0016606214,0.031500477,0.0035948167],"about_ca_topic_score_codex":0.000050731665,"about_ca_topic_score_gemma":0.0000016866597,"teacher_disagreement_score":0.33688298,"about_ca_system_score_codex":0.00017820281,"about_ca_system_score_gemma":0.000097150645,"threshold_uncertainty_score":0.9998849},"labels":[],"label_agreement":null},{"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,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_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","score_opus":0.006770740737484236,"score_gpt":0.21378199578570348,"score_spread":0.20701125504821924,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2102816978","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.007902584,0.00012073999,0.9693971,0.00015561747,0.0003247115,0.0012472931,0.000020758589,0.020828772,0.0000023737887],"genre_scores_gemma":[0.37738073,0.0000041228186,0.6212512,0.00010820829,0.0000615926,0.0010869984,0.00001752386,0.00004975423,0.000039849583],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9980753,0.000042982247,0.00039788196,0.00062750955,0.00029061627,0.00056570896],"domain_scores_gemma":[0.99686176,0.0018479994,0.00017584772,0.00059544586,0.00036588983,0.00015308292],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005519305,0.00036758653,0.00036555165,0.0003369372,0.00021876188,0.00020364513,0.0004153794,0.00025894327,0.0000030471967],"category_scores_gemma":[0.00829459,0.00034833793,0.00012161866,0.00061267614,0.000043974243,0.0005298034,0.00010875754,0.0003091891,0.00000433221],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000161975,0.0020410642,0.31660816,0.002305539,0.0005887161,0.00014248559,0.0020138677,0.013207825,0.11023391,0.0026361393,0.1864815,0.36357883],"study_design_scores_gemma":[0.0068214,0.0021906854,0.078417785,0.00418459,0.00018136707,0.0003894731,0.000013036739,0.8349686,0.045884144,0.019218124,0.0033704066,0.0043603554],"about_ca_topic_score_codex":0.000089093315,"about_ca_topic_score_gemma":0.0000016244912,"teacher_disagreement_score":0.82176083,"about_ca_system_score_codex":0.0001419207,"about_ca_system_score_gemma":0.00007778759,"threshold_uncertainty_score":0.9998969},"labels":[],"label_agreement":null}]}