{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":4,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":4,"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":"3601fa3c0871","filters":{"venue":"Addison-Wesley Longman Publishing Co., Inc. eBooks"}},"results":[{"id":"W1739033448","doi":"","title":"Software fundamentals: collected papers by David L. Parnas","year":2001,"lang":"en","type":"book","venue":"Addison-Wesley Longman Publishing Co., Inc. eBooks","topic":"Software Engineering Techniques and Practices","field":"Computer Science","cited_by":89,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Victoria","funders":"","keywords":"Computer science; Software engineering; Programming language","authors":[{"name":"Daniel M. Hoffman","is_ca":true},{"name":"David M. Weiss","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01409981667235811,"gpt":0.2397345924770454,"spread":0.2256347758046873,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication","open_science","research_integrity"],"consensus_categories":["metaepi_narrow","research_integrity"],"category_scores_codex":[0.001486069,0.001496925,0.001292889,0.0008493741,0.0009123182,0.009044858,0.006860341,0.001638615,0.0007252523],"category_scores_gemma":[0.001443139,0.0016096,0.0004681406,0.0004925579,0.0002838173,0.00442331,0.001849823,0.003131049,0.0001621193],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00121725,"about_ca_system_score_gemma":0.001225547,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004296508,"about_ca_topic_score_gemma":0.0001175856,"domain_scores_codex":[0.9926388,0.000325929,0.001328589,0.002224264,0.001884969,0.001597458],"domain_scores_gemma":[0.9924285,0.002007858,0.001302168,0.003028591,0.0004399686,0.0007928766],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002833564,0.00008340545,0.00008947511,0.0001417359,0.0003095529,0.0002446721,0.000511532,0.000008748901,0.00002799106,0.004018736,0.929475,0.06506078],"study_design_scores_gemma":[0.000645997,0.0002761247,0.00006085817,0.0005254906,0.0001113161,0.0001930997,0.00002411227,0.0002492741,0.0001523251,0.004416684,0.9915125,0.001832201],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00006287536,0.003359293,0.09673718,0.001237548,0.002879477,0.002006022,0.001281848,0.01163923,0.8807966],"genre_scores_gemma":[0.001419918,0.0004568081,0.05278984,0.003476339,0.001141361,0.0004502806,0.005095794,0.0006024161,0.9345673],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.06322858,"threshold_uncertainty_score":0.999778,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W198672284","doi":"","title":"Real Time UML: Advances in the UML for Real-Time Systems (3rd Edition)","year":2004,"lang":"en","type":"book","venue":"Addison-Wesley Longman Publishing Co., Inc. eBooks","topic":"Software Engineering and Design Patterns","field":"Social Sciences","cited_by":55,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Unified Modeling Language; Computer science; Software engineering; Programming language; Software","authors":[{"name":"Bruce Powel Douglass","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0164475163533199,"gpt":0.2753302938459387,"spread":0.2588827774926188,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.004285622,0.0008835932,0.001104793,0.0006598518,0.001191071,0.003824479,0.002709288,0.001363082,0.0002682788],"category_scores_gemma":[0.001471284,0.0008095757,0.000415205,0.0002557512,0.0005817107,0.002533598,0.000162969,0.001393034,0.0002742283],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002059791,"about_ca_system_score_gemma":0.002945638,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005453326,"about_ca_topic_score_gemma":0.001469899,"domain_scores_codex":[0.9936146,0.0005959296,0.001167255,0.001211073,0.001927728,0.001483471],"domain_scores_gemma":[0.9941373,0.003060692,0.0007947895,0.001129406,0.0004692757,0.0004084767],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001047243,0.0001287174,0.0001119453,0.0006317123,0.0001908047,0.0001327408,0.01686183,0.0005143341,0.00001426786,0.06134181,0.9069377,0.01302938],"study_design_scores_gemma":[0.001141938,0.000235462,0.0001693675,0.001700414,0.0001596503,0.00002373334,0.0008476537,0.0003035707,0.000005956072,0.01239487,0.9815553,0.001462026],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001703767,0.0009925776,0.002289612,0.00062582,0.003145162,0.003246505,0.001736159,0.001691425,0.9861023],"genre_scores_gemma":[0.01777267,0.0007486519,0.001051881,0.0006587081,0.01690123,0.00190464,0.008237119,0.0006272002,0.9520979],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07461763,"threshold_uncertainty_score":0.9999334,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W179587921","doi":"","title":"First Look at Microsoft SQL Server Yukon Beta for Developers","year":2004,"lang":"en","type":"book","venue":"Addison-Wesley Longman Publishing Co., Inc. eBooks","topic":"Advanced Database Systems and Queries","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Computer science; Data Transformation Services; Business Intelligence Markup Language; User-defined function; SQL injection; Database; Language Integrated Query; Stored procedure; Log shipping; SQL/PSM; World Wide Web; Operating system; Application server; Internet Authentication Service; Query by Example; Web search query","authors":[{"name":"Bob Beauchemin","is_ca":false},{"name":"Niels Berglund","is_ca":false},{"name":"Dan M. Sullivan","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02043808903359343,"gpt":0.2387019990707815,"spread":0.218263910037188,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","research_integrity"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.001347665,0.001637225,0.001624308,0.0006788943,0.00187098,0.003567978,0.004838561,0.001322115,0.0001583296],"category_scores_gemma":[0.000424036,0.001642149,0.0006583179,0.0002237984,0.000560056,0.006156099,0.003442543,0.001450466,0.0002862638],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003496651,"about_ca_system_score_gemma":0.004142812,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004585866,"about_ca_topic_score_gemma":0.004932165,"domain_scores_codex":[0.9919595,0.0001259656,0.001715902,0.00286181,0.001444666,0.001892209],"domain_scores_gemma":[0.9925551,0.0007622271,0.001425042,0.003602006,0.0009043518,0.0007512309],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009909085,0.00008310543,0.00007180794,0.001643043,0.0004615441,0.000211044,0.002931605,0.0001250739,0.00002829792,0.3282357,0.6531527,0.01295699],"study_design_scores_gemma":[0.00159723,0.0001613128,0.00007971092,0.001539275,0.0000861275,0.0001501844,0.00005631739,0.0001704054,0.0004643022,0.005064202,0.9885701,0.002060857],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000207175,0.003992707,0.354672,0.002562262,0.006361116,0.005975815,0.008538407,0.002892984,0.6147975],"genre_scores_gemma":[0.0009398027,0.00005995231,0.08220798,0.002824867,0.001866658,0.0006483219,0.01074057,0.0005741966,0.9001377],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3354174,"threshold_uncertainty_score":0.9999744,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W17863248","doi":"10.1097/00000658-191410000-00003","title":"How do flexible processes relate to software product-lines","year":2001,"lang":"en","type":"book","venue":"Addison-Wesley Longman Publishing Co., Inc. eBooks","topic":"Software Engineering Techniques and Practices","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Software development; Software engineering; Software product line; Software; Product (mathematics); Computer science; Personal software process; Engineering; Software construction; Operating system; Mathematics","authors":[{"name":"Jason Yip","is_ca":false},{"name":"Giancarlo Succi","is_ca":false},{"name":"Eric Liu","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02418212316163708,"gpt":0.2561676644322458,"spread":0.2319855412706087,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication","open_science","research_integrity"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.001669233,0.001476055,0.001229681,0.001377041,0.0006936034,0.01864929,0.00749709,0.001101994,0.00008010811],"category_scores_gemma":[0.006337252,0.00147218,0.0003036054,0.0008380745,0.000168442,0.008509369,0.002362588,0.002737803,0.0001564397],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005178187,"about_ca_system_score_gemma":0.001868512,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001223285,"about_ca_topic_score_gemma":0.00008433293,"domain_scores_codex":[0.9927605,0.0001630311,0.001025912,0.002722276,0.001784513,0.001543699],"domain_scores_gemma":[0.9915878,0.00130868,0.001071034,0.003758608,0.001494243,0.0007796342],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003759351,0.00007460058,0.0001184022,0.0009063678,0.0002078735,0.000264684,0.001030783,0.00007785665,0.000006043343,0.01103944,0.8540094,0.1322269],"study_design_scores_gemma":[0.0002901988,0.0002464889,0.00003420045,0.001231578,0.00009030772,0.0002362976,0.00001831931,0.00008533706,0.0004639035,0.01698566,0.9784929,0.001824821],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.00007497426,0.007290203,0.5756366,0.01081866,0.00459143,0.003998521,0.0005189172,0.02065418,0.3764166],"genre_scores_gemma":[0.001220161,0.0002936904,0.1822225,0.001712492,0.003019875,0.0005538926,0.0008446825,0.0005240283,0.8096087],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.4331921,"threshold_uncertainty_score":0.9997989,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}