{"meta":{"query_hash":"aa98e60c81fc","filters":{"venue":"Prentice Hall PTR eBooks"},"cohort_total":5,"direct_labels_cover":0,"predictions_cover":5,"exported":5,"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/aa98e60c81fc","api":"https://metacan.xera.ac/api/v1/cohort?venue=Prentice+Hall+PTR+eBooks"},"results":[{"id":"W112099215","doi":"","title":"C# for Programmers (2nd Edition) (Deitel Developer Series)","year":2005,"lang":"en","type":"book","venue":"Prentice Hall PTR eBooks","topic":"Distributed and Parallel Computing Systems","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":".NET Framework; Computer science; Programming language; XML; Language Integrated Query; World Wide Web; Java; Context (archaeology); Programmer; Programming paradigm; Software engineering","score_opus":0.019719446188742325,"score_gpt":0.23813152285693864,"score_spread":0.21841207666819631,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W112099215","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000004832036,0.0002948369,0.437188,0.00026342226,0.0023600152,0.0014717277,0.00008640406,0.000623812,0.55770695],"genre_scores_gemma":[0.0015012558,0.000008694611,0.05763933,0.00037542012,0.0026529622,0.0004223858,0.0005810076,0.00009555454,0.9367234],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9965898,0.00008620404,0.00076208345,0.0010914758,0.0006119198,0.0008585334],"domain_scores_gemma":[0.99751604,0.00019305636,0.0005076983,0.0010343629,0.00048163996,0.0002672059],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00055985834,0.0006334674,0.00062625424,0.00018776671,0.00032913164,0.0008090688,0.0020066476,0.00048575224,0.000029672268],"category_scores_gemma":[0.000048470116,0.0006401705,0.0003617865,0.000077242934,0.00011147715,0.00034708373,0.00049417093,0.00046812766,0.00025187767],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000053020554,0.00014103671,0.000009457242,0.0013404785,0.00053812336,0.000035251673,0.0016780803,0.00023670802,0.000009829157,0.34540665,0.4381409,0.21241046],"study_design_scores_gemma":[0.0005366534,0.00012503273,0.000007884923,0.00043811905,0.00008851407,0.00007530328,0.000010203959,0.0033742064,0.00003410456,0.008854593,0.98567206,0.0007833294],"about_ca_topic_score_codex":0.000012450664,"about_ca_topic_score_gemma":0.00005666114,"teacher_disagreement_score":0.5475312,"about_ca_system_score_codex":0.00023372642,"about_ca_system_score_gemma":0.0009477775,"threshold_uncertainty_score":0.99960494},"labels":[],"label_agreement":null},{"id":"W133809791","doi":"","title":"Enterprise SOA: Service-Oriented Architecture Best Practices (The Coad Series)","year":2004,"lang":"en","type":"book","venue":"Prentice Hall PTR eBooks","topic":"Service-Oriented Architecture and Web Services","field":"Computer Science","cited_by":199,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Service-oriented architecture; OASIS SOA Reference Model; Enterprise architecture; Value proposition; Service (business); Computer science; Architecture; Process management; Business architecture; Enterprise integration; Engineering management; Knowledge management; Business process; Software engineering; Enterprise software; Business; Engineering; Web service; Operations management; World Wide Web; Marketing; Work in process","score_opus":0.018920487093934193,"score_gpt":0.2497244263083018,"score_spread":0.2308039392143676,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W133809791","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00057891005,0.0027800128,0.045854926,0.010122913,0.004141781,0.0032193738,0.00013336191,0.0015117963,0.9316569],"genre_scores_gemma":[0.0055850935,0.00023884243,0.018133458,0.020150714,0.0037348862,0.0007333716,0.0005611979,0.00053418864,0.95032823],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9927046,0.00044992394,0.0012357263,0.0022813142,0.0018599299,0.0014685362],"domain_scores_gemma":[0.99138975,0.0006265596,0.0026166341,0.004035679,0.00078701443,0.0005443723],"candidate_categories":["metaepi_narrow","scholarly_communication","open_science","research_integrity"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.00065956527,0.0015839422,0.0011044632,0.0005144564,0.00092646247,0.0012012294,0.006862797,0.0008517395,0.00010218846],"category_scores_gemma":[0.00006057038,0.0012258054,0.0005924925,0.00046949153,0.00029547056,0.0008406015,0.0031657296,0.002794043,0.0007382355],"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":[0.0018406955,0.002545132,0.00014136272,0.014418009,0.007136112,0.0024280534,0.22870947,0.005078068,0.0014899698,0.5285881,0.011591403,0.19603358],"study_design_scores_gemma":[0.0013282537,0.0003900471,0.000020087331,0.0017326757,0.000799569,0.0005418673,0.0003858781,0.0007204143,0.00071432156,0.039260782,0.9525069,0.0015991784],"about_ca_topic_score_codex":0.001254632,"about_ca_topic_score_gemma":0.010227794,"teacher_disagreement_score":0.9409155,"about_ca_system_score_codex":0.00045509252,"about_ca_system_score_gemma":0.0027542354,"threshold_uncertainty_score":0.9998356},"labels":[],"label_agreement":null},{"id":"W2296847660","doi":"","title":"HP-UX Internals","year":2004,"lang":"en","type":"book","venue":"Prentice Hall PTR eBooks","topic":"Distributed and Parallel Computing Systems","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Computer science; Operating system; Unix; Semaphore; Virtual memory; Thread (computing); Paging; Embedded system; Memory management","score_opus":0.015387045070284974,"score_gpt":0.22521627038864903,"score_spread":0.20982922531836407,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2296847660","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000017543887,0.00052487996,0.3035459,0.000066915614,0.0019060053,0.00036551472,0.000019950938,0.0005340885,0.6930192],"genre_scores_gemma":[0.030811345,0.000007161661,0.0033042643,0.000285566,0.0008278943,0.000031060474,0.00006538816,0.0000642054,0.9646031],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9966971,0.00012030696,0.00075418886,0.0010281755,0.0007405994,0.0006595824],"domain_scores_gemma":[0.99726397,0.00014746469,0.00058420026,0.0015337438,0.00021216,0.00025845726],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004731543,0.0005996349,0.00067080895,0.00021599476,0.00014913703,0.00082142145,0.0034167257,0.0004298075,0.00004069521],"category_scores_gemma":[0.000032302007,0.00059717294,0.00039987624,0.000055187924,0.00009577688,0.00015665617,0.0011001484,0.00075352675,0.0008882179],"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":[0.000029990555,0.0002496134,0.00003040711,0.0018386844,0.0009637517,0.0007596627,0.0061235735,0.0015702065,0.00004144408,0.8011666,0.123327024,0.063899025],"study_design_scores_gemma":[0.0007824473,0.00014258744,0.0000244838,0.00278423,0.00010836947,0.00018767119,0.0000055367677,0.005532564,0.00008313978,0.09638367,0.8927948,0.001170511],"about_ca_topic_score_codex":0.00007031822,"about_ca_topic_score_gemma":0.00003056099,"teacher_disagreement_score":0.7694678,"about_ca_system_score_codex":0.00049741863,"about_ca_system_score_gemma":0.0014444493,"threshold_uncertainty_score":0.99988973},"labels":[],"label_agreement":null},{"id":"W2614012872","doi":"","title":"Visual Basic(R) 2005 for Programmers (2nd Edition) (Deitel Developer Series)","year":2006,"lang":"en","type":"book","venue":"Prentice Hall PTR eBooks","topic":"Software Engineering and Design Patterns","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Computer science; .NET Framework; Microsoft Visual Studio; Programming language; Visual Basic; World Wide Web; XML; Programmer; Unified Modeling Language; Language Integrated Query; Software engineering; Software","score_opus":0.020845330251710793,"score_gpt":0.28235990286023255,"score_spread":0.26151457260852173,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2614012872","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00008543194,0.0002825468,0.06445839,0.00022221117,0.0032504771,0.0026322333,0.00018057259,0.0012065901,0.92768157],"genre_scores_gemma":[0.0013372632,0.00001434955,0.0046209116,0.00018204258,0.0041217958,0.0006455335,0.00046594327,0.00015192415,0.98846024],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99713165,0.000092403905,0.00047239548,0.00063751044,0.0007045798,0.000961446],"domain_scores_gemma":[0.998498,0.000399764,0.00023166892,0.0002825914,0.00030438058,0.00028356398],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006785399,0.00047725008,0.0004537836,0.00019489444,0.0005376746,0.00031911762,0.0004510252,0.0006387562,0.00023383659],"category_scores_gemma":[0.00019410922,0.00052772794,0.00028318088,0.000050682396,0.0002903003,0.00019568292,0.000072511095,0.00041433377,0.00013316488],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000112403686,0.00017091175,0.00017069285,0.0008520418,0.00041184662,0.000033643988,0.0051176944,0.000055690172,0.000013689211,0.035719108,0.9045106,0.052831646],"study_design_scores_gemma":[0.00038289043,0.00007280637,0.000045934434,0.0002350954,0.0001985317,0.0000036872466,0.0001230643,0.000023020257,0.000043646745,0.003960662,0.9942365,0.0006741527],"about_ca_topic_score_codex":0.00044056284,"about_ca_topic_score_gemma":0.0024200454,"teacher_disagreement_score":0.08972588,"about_ca_system_score_codex":0.00040739385,"about_ca_system_score_gemma":0.0011570788,"threshold_uncertainty_score":0.9997174},"labels":[],"label_agreement":null},{"id":"W30172420","doi":"10.1016/j.jenvman.2018.08.041","title":"Agile Java(TM): Crafting Code with Test-Driven Development (Robert C. Martin Series)","year":2005,"lang":"en","type":"book","venue":"Prentice Hall PTR eBooks","topic":"Scientific Computing and Data Management","field":"Decision Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Social Sciences and Humanities Research Council of Canada; DST-NRF Centre of Excellence for Invasion Biology; Universiteit Stellenbosch; Akademie Věd České Republiky; Grantová Agentura České Republiky","keywords":"Java; Computer science; Agile software development; Java annotation; Real time Java; Test-driven development; Programming language; Programmer; Software engineering; Scala; strictfp; Generics in Java; Java concurrency; Java Modeling Language; Software development; Software","score_opus":0.0715678135557935,"score_gpt":0.3135572444234779,"score_spread":0.24198943086768437,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W30172420","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0012646294,0.00016519139,0.005426421,0.00035891726,0.0012022367,0.0010755742,0.00010474353,0.00042175243,0.9899805],"genre_scores_gemma":[0.0039391,0.0000042694587,0.023417123,0.00033685454,0.0005007475,0.00007907473,0.00017326379,0.00010150026,0.97144806],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9904084,0.00020626631,0.001919149,0.002573005,0.0038500836,0.0010430937],"domain_scores_gemma":[0.9933998,0.0013502279,0.0012638184,0.002827371,0.000742776,0.00041599598],"candidate_categories":["metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.004707688,0.00081081985,0.0009126693,0.000703995,0.0007355637,0.002019086,0.0032123632,0.00028623198,0.0011964076],"category_scores_gemma":[0.0011041295,0.00064150424,0.00022879224,0.00026084954,0.00034552373,0.0003647822,0.0024869044,0.0006995039,0.0031238324],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012719458,0.00026337625,0.00094491424,0.00021130027,0.00033532726,0.00026653617,0.0036139197,0.0011178644,0.000053367945,0.0025198692,0.651067,0.3394793],"study_design_scores_gemma":[0.00054260046,0.000095710995,0.0003256587,0.00061218545,0.0001505995,0.00004841147,0.00026718766,0.0025739516,0.00015452036,0.0018428955,0.9924962,0.00089011254],"about_ca_topic_score_codex":0.000028194969,"about_ca_topic_score_gemma":0.0016073331,"teacher_disagreement_score":0.3414291,"about_ca_system_score_codex":0.0003840554,"about_ca_system_score_gemma":0.0010519886,"threshold_uncertainty_score":0.99971664},"labels":[],"label_agreement":null}]}