{"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":"4bfad59e6f01","filters":{"venue":"Principles and Practice of Programming in Java"}},"results":[{"id":"W2028950884","doi":"10.5555/1071565.1071569","title":"A quantitative analysis of Java bytecode sequences","year":2004,"lang":"en","type":"article","venue":"Principles and Practice of Programming in Java","topic":"Parallel Computing and Optimization Techniques","field":"Computer Science","cited_by":5,"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":"Bytecode; Computer science; Java bytecode; Programming language; Just-in-time compilation; Java; Optimizing compiler; Compiler; Set (abstract data type); Interpreter; Theoretical computer science; Parallel computing; Java applet; Java annotation","retraction":null,"screen_n_in":null,"score":{"opus":0.05524335860173798,"gpt":0.3493397641702837,"spread":0.2940964055685457,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001355023,0.0001026611,0.0002889682,0.0003871812,0.00004962283,0.00006929896,0.0003630307,0.00005301787,0.00000161196],"category_scores_gemma":[0.0009806056,0.0000950805,0.00006622291,0.001379982,0.0001079967,0.000524041,0.0001713038,0.0001076924,5.235072e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002381667,"about_ca_system_score_gemma":0.00008061998,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006082606,"about_ca_topic_score_gemma":0.00008663844,"domain_scores_codex":[0.9987665,0.0001448661,0.0004375484,0.0002729302,0.0002122093,0.0001658853],"domain_scores_gemma":[0.9983608,0.0006503321,0.0004894501,0.0002628929,0.0001941111,0.00004247586],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001129367,0.0006596882,0.009364611,0.0001575388,0.0006350827,0.00002889428,0.01157253,0.2421265,0.0007759533,0.6475662,0.000005371901,0.08699466],"study_design_scores_gemma":[0.001689305,0.002280772,0.01542838,0.0005638383,0.0008471413,0.00007394153,0.003245406,0.9341135,0.01097713,0.01272258,0.01704682,0.001011217],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.04727094,0.00090442,0.9485899,0.0008377771,0.00002985717,0.0001780487,0.00000178832,0.0000923165,0.002094934],"genre_scores_gemma":[0.4539582,0.0001987967,0.5458021,0.00002186326,0.000002351972,0.000005689501,0.000001409237,0.000002455909,0.000007179025],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.691987,"threshold_uncertainty_score":0.387727,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1779637050","doi":"10.5555/957289.957326","title":"Pedagogical tools for database design, development and use","year":2003,"lang":"en","type":"article","venue":"Principles and Practice of Programming in Java","topic":"Advanced Database Systems and Queries","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université Laval","funders":"","keywords":"Computer science; Database schema; Database design; Database; View; Relational database; Database model; Database application; Java; Database testing; Database theory; SQL; World Wide Web; Programming language","retraction":null,"screen_n_in":null,"score":{"opus":0.2950972804691166,"gpt":0.3791942475242312,"spread":0.0840969670551146,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001800214,0.000118729,0.0001743376,0.00005367046,0.0001059816,0.0001778938,0.000104566,0.0000383051,0.000001041443],"category_scores_gemma":[0.004765099,0.0001012006,0.00001446404,0.0001195874,0.00005436393,0.002487018,0.0001622826,0.00008268931,5.481813e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001386449,"about_ca_system_score_gemma":0.00009258925,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002264801,"about_ca_topic_score_gemma":0.0000198204,"domain_scores_codex":[0.9988217,0.0001593254,0.0003263531,0.0003286989,0.000137703,0.0002262501],"domain_scores_gemma":[0.9969949,0.002404014,0.0001822256,0.0002502406,0.00008903191,0.00007956682],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008846525,0.0001553646,0.0009170286,0.0002137339,0.00002044474,0.00002511861,0.00256494,0.00003216656,0.0006754943,0.719987,0.000009591477,0.2753107],"study_design_scores_gemma":[0.0003986384,0.0001109055,0.0002316878,0.00007541819,0.000007698086,0.00009113485,0.0008509214,0.0005511199,0.002743333,0.0000970628,0.9946817,0.0001603496],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0117337,0.0008109243,0.9865949,0.0001333717,0.00005014487,0.0005297308,0.000005200033,0.00002627836,0.0001157246],"genre_scores_gemma":[0.02358549,0.0001439166,0.9760283,0.00004417625,0.000009290942,0.00009138213,0.000006602026,0.000006603486,0.00008420946],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9946721,"threshold_uncertainty_score":0.5704613,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}