{"meta":{"query_hash":"4bfad59e6f01","filters":{"venue":"Principles and Practice of Programming in Java"},"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/4bfad59e6f01","api":"https://metacan.xera.ac/api/v1/cohort?venue=Principles+and+Practice+of+Programming+in+Java"},"results":[{"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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_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","score_opus":0.2950972804691166,"score_gpt":0.3791942475242312,"score_spread":0.0840969670551146,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1779637050","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":[0.011733696,0.0008109243,0.9865949,0.0001333717,0.000050144874,0.0005297308,0.000005200033,0.000026278361,0.00011572459],"genre_scores_gemma":[0.023585487,0.0001439166,0.9760283,0.000044176246,0.000009290942,0.00009138213,0.0000066020257,0.000006603486,0.00008420946],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9988217,0.00015932541,0.0003263531,0.0003286989,0.000137703,0.00022625014],"domain_scores_gemma":[0.9969949,0.0024040136,0.0001822256,0.00025024064,0.000089031906,0.000079566824],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001800214,0.000118729,0.00017433759,0.000053670465,0.0001059816,0.00017789382,0.00010456598,0.000038305097,0.0000010414426],"category_scores_gemma":[0.004765099,0.00010120059,0.000014464036,0.00011958741,0.00005436393,0.0024870175,0.0001622826,0.00008268931,5.481813e-7],"study_design_candidate":"not_applicable","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":[0.00008846525,0.0001553646,0.0009170286,0.00021373392,0.00002044474,0.000025118607,0.0025649404,0.00003216656,0.00067549426,0.719987,0.000009591477,0.27531067],"study_design_scores_gemma":[0.00039863843,0.000110905465,0.00023168777,0.00007541819,0.000007698086,0.00009113485,0.0008509214,0.0005511199,0.0027433329,0.0000970628,0.9946817,0.00016034962],"about_ca_topic_score_codex":0.000022648012,"about_ca_topic_score_gemma":0.000019820402,"teacher_disagreement_score":0.9946721,"about_ca_system_score_codex":0.000013864495,"about_ca_system_score_gemma":0.00009258925,"threshold_uncertainty_score":0.5704613},"labels":[],"label_agreement":null},{"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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_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","score_opus":0.05524335860173798,"score_gpt":0.3493397641702837,"score_spread":0.2940964055685457,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2028950884","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":[0.047270942,0.00090442004,0.9485899,0.0008377771,0.00002985717,0.00017804872,0.0000017883195,0.0000923165,0.0020949345],"genre_scores_gemma":[0.45395818,0.00019879667,0.54580206,0.000021863261,0.000002351972,0.0000056895014,0.0000014092371,0.0000024559085,0.0000071790246],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99876654,0.00014486614,0.00043754835,0.00027293022,0.00021220926,0.00016588534],"domain_scores_gemma":[0.99836075,0.00065033213,0.00048945006,0.00026289286,0.0001941111,0.000042475862],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013550225,0.00010266108,0.0002889682,0.00038718124,0.000049622828,0.00006929896,0.00036303067,0.000053017873,0.0000016119598],"category_scores_gemma":[0.0009806056,0.0000950805,0.000066222914,0.0013799819,0.00010799665,0.000524041,0.00017130381,0.00010769236,5.235072e-7],"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":[0.00011293672,0.0006596882,0.009364611,0.00015753885,0.0006350827,0.000028894277,0.011572526,0.24212652,0.0007759533,0.6475662,0.0000053719014,0.08699466],"study_design_scores_gemma":[0.0016893052,0.002280772,0.015428375,0.0005638383,0.0008471413,0.000073941526,0.0032454063,0.9341135,0.010977127,0.012722579,0.017046817,0.0010112171],"about_ca_topic_score_codex":0.0006082606,"about_ca_topic_score_gemma":0.000086638436,"teacher_disagreement_score":0.691987,"about_ca_system_score_codex":0.000023816667,"about_ca_system_score_gemma":0.000080619975,"threshold_uncertainty_score":0.38772702},"labels":[],"label_agreement":null}]}