{"meta":{"query_hash":"8aab34e13cc8","filters":{"venue":"Penerbit BRIN eBooks"},"cohort_total":7,"direct_labels_cover":0,"predictions_cover":7,"exported":7,"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/8aab34e13cc8","api":"https://metacan.xera.ac/api/v1/cohort?venue=Penerbit+BRIN+eBooks"},"results":[{"id":"W4386309724","doi":"10.55981/brin.304.c596","title":"KISAH PERJUANGAN SUKU NAGA: MENYELAMATKAN EKOSISTEM DAN MENGGUGAT PEMBANGUNAN","year":2023,"lang":"id","type":"book-chapter","venue":"Penerbit BRIN eBooks","topic":"Religion, Ecology, and Ethics","field":"Social Sciences","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":"Encana (Canada)","funders":"","keywords":"Humanities; Physics; Art","score_opus":0.0664874174845285,"score_gpt":0.30229995927542486,"score_spread":0.23581254179089636,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386309724","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":[0.014941023,0.00097725,0.000007291485,0.0058272467,0.0063663754,0.0015359671,0.00009449652,0.0009043438,0.969346],"genre_scores_gemma":[0.2658846,0.003818063,0.00008428953,0.0011258038,0.0029313774,0.00013977061,0.000116810865,0.00041615672,0.7254831],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99079007,0.0006761652,0.0018193439,0.0022798514,0.002162002,0.0022725847],"domain_scores_gemma":[0.994503,0.0010309721,0.0011538707,0.00162145,0.0006096935,0.0010809954],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","sts","research_integrity"],"category_scores_codex":[0.0033532954,0.0015959322,0.0019739808,0.0005464935,0.0031808703,0.00067219423,0.0022500034,0.0029748878,0.0005318603],"category_scores_gemma":[0.00027782825,0.0017238731,0.0013285262,0.0001793968,0.0029159097,0.00021399312,0.00089294696,0.0027369303,0.004263107],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006830813,0.00006925919,0.00041920377,0.00057211996,0.00080697006,0.00040315482,0.037330482,0.000009133116,0.00047572743,0.95115817,0.006543945,0.0021435174],"study_design_scores_gemma":[0.001088843,0.0004296549,0.0014798662,0.0011125008,0.0008768675,0.00006522447,0.012835215,0.000043676817,0.0003668527,0.056035366,0.9228744,0.0027915416],"about_ca_topic_score_codex":0.00993631,"about_ca_topic_score_gemma":0.030925134,"teacher_disagreement_score":0.91633046,"about_ca_system_score_codex":0.00075727445,"about_ca_system_score_gemma":0.0011148105,"threshold_uncertainty_score":0.9997976},"labels":[],"label_agreement":null},{"id":"W4387381648","doi":"10.55981/brin.777.c711","title":"Dari Km 0 (Nol), Ujung Barat Indonesia: Mencari Makna Di Balik Data","year":2023,"lang":"id","type":"book-chapter","venue":"Penerbit BRIN eBooks","topic":"Economic Growth and Fiscal Policies","field":"Economics, Econometrics and Finance","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":"Encana (Canada)","funders":"","keywords":"Humanities; Geography; Philosophy","score_opus":0.11172056852090992,"score_gpt":0.24336065922990313,"score_spread":0.1316400907089932,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4387381648","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":[0.008080857,0.003254958,0.00024212679,0.0009720971,0.004635224,0.0011567802,0.008603446,0.00034289097,0.9727116],"genre_scores_gemma":[0.3691286,0.0026075887,0.00009003595,0.0014420071,0.0028399911,0.000115484836,0.003012141,0.0007634759,0.62000066],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9910657,0.000052146344,0.0033229447,0.003393192,0.00023486554,0.0019311967],"domain_scores_gemma":[0.9919879,0.00036075554,0.0019634804,0.0047839186,0.000100643105,0.0008033374],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.0013881131,0.0017177241,0.0029912402,0.0012322479,0.00070753525,0.0008759927,0.0040435353,0.0016977194,0.0004886201],"category_scores_gemma":[0.00014418019,0.002250635,0.0007955707,0.00012487658,0.00079733244,0.0005703392,0.0040927464,0.0018850614,0.012647569],"study_design_candidate":"theoretical_or_conceptual","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":[0.00007309181,0.00007154045,0.018542038,0.0004941953,0.0010984561,0.0001623079,0.00045101726,0.00003118055,0.000020748159,0.9615828,0.013029912,0.004442711],"study_design_scores_gemma":[0.0025988035,0.00028886218,0.03614983,0.00053166837,0.000418043,0.00010038888,0.00013752787,0.0033365828,0.000102149796,0.06324936,0.88849604,0.004590735],"about_ca_topic_score_codex":0.0033334724,"about_ca_topic_score_gemma":0.002183058,"teacher_disagreement_score":0.89833343,"about_ca_system_score_codex":0.0005276967,"about_ca_system_score_gemma":0.0002718312,"threshold_uncertainty_score":0.99959826},"labels":[],"label_agreement":null},{"id":"W4388847719","doi":"10.55981/brin.602.c618","title":"Menakar Manfaat dan Risiko Memulangkan ‘Si Abah’ ke Alam Liar: Sebuah dilema dalam translokasi karnivora besar","year":2023,"lang":"id","type":"book-chapter","venue":"Penerbit BRIN eBooks","topic":"Oil Palm Production and Sustainability","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"WiLAN (Canada)","funders":"","keywords":"Political science","score_opus":0.020215682024060096,"score_gpt":0.23396696471688158,"score_spread":0.21375128269282148,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4388847719","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":[0.086427964,0.00031338705,0.00007765249,0.002390903,0.0029478844,0.0032067392,0.00023373835,0.0010861504,0.9033156],"genre_scores_gemma":[0.32018092,0.00032680572,0.00024932032,0.0003969338,0.0009204442,0.00016537946,0.0001897868,0.0004458709,0.67712456],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9890063,0.0004290445,0.0020294115,0.0039746067,0.002363956,0.0021967131],"domain_scores_gemma":[0.9944561,0.0002494522,0.00079240435,0.0031760542,0.00015766265,0.0011683183],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.001975113,0.0021158147,0.0018825785,0.00041608256,0.0012238076,0.00042239542,0.001944958,0.0012849107,0.004061931],"category_scores_gemma":[0.00013875772,0.002232692,0.0012828936,0.0001861967,0.0021044612,0.0003713374,0.0011814355,0.002195818,0.006331029],"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":[0.0015810924,0.0022213454,0.03131394,0.007283302,0.003505835,0.0062867105,0.022849267,0.0035942942,0.044108186,0.20018664,0.008168803,0.6689006],"study_design_scores_gemma":[0.0022914123,0.00064884906,0.015061667,0.000506802,0.0008424493,0.00023238696,0.0012642319,0.00061749713,0.01010876,0.014901269,0.94917464,0.0043500196],"about_ca_topic_score_codex":0.0024960113,"about_ca_topic_score_gemma":0.0029864565,"teacher_disagreement_score":0.9410058,"about_ca_system_score_codex":0.001272781,"about_ca_system_score_gemma":0.00019644786,"threshold_uncertainty_score":0.9991583},"labels":[],"label_agreement":null},{"id":"W4400840088","doi":"10.55981/brin.753.c930","title":"Perjuangan Organisasi Masyarakat Sipil Islam dalam Dinamika Politik di Banten","year":2024,"lang":"id","type":"book-chapter","venue":"Penerbit BRIN eBooks","topic":"Legal Studies and Policies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"WiLAN (Canada)","funders":"","keywords":"Islam; Political science; Theology; Philosophy","score_opus":0.025521491656503043,"score_gpt":0.2686560428447711,"score_spread":0.24313455118826807,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4400840088","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":[0.0064442833,0.0034749138,0.000003247199,0.0047553377,0.004075636,0.00093505334,0.00028913433,0.0004885432,0.97953385],"genre_scores_gemma":[0.3131832,0.0015927709,0.000015381787,0.0007670924,0.004686258,0.000046034165,0.00003991023,0.00026842,0.6794009],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99327046,0.00015070011,0.0011551068,0.0016710701,0.0015909981,0.0021616907],"domain_scores_gemma":[0.9971455,0.00033972188,0.00048188388,0.0010242236,0.00033004239,0.0006786308],"candidate_categories":["metaepi_narrow","sts","scholarly_communication","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.000641267,0.0015589767,0.0016346546,0.0002869695,0.0022951907,0.0011364543,0.0015979307,0.0010002394,0.0018329775],"category_scores_gemma":[0.00009009257,0.0014504695,0.0011069581,0.0001348068,0.0024232422,0.00019317228,0.0016300598,0.0016524075,0.0046735597],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000024048211,0.000039391063,0.00015837172,0.00031866634,0.0005814703,0.00027432514,0.030337697,0.0000010146101,0.00031794223,0.96150386,0.0033622219,0.0030809948],"study_design_scores_gemma":[0.0003597601,0.00025016267,0.00041688964,0.0007741649,0.0006359063,0.000048584283,0.004743911,0.000010904007,0.00033593492,0.034074746,0.95657337,0.0017756833],"about_ca_topic_score_codex":0.031201359,"about_ca_topic_score_gemma":0.02299771,"teacher_disagreement_score":0.9532111,"about_ca_system_score_codex":0.0008311314,"about_ca_system_score_gemma":0.0005490506,"threshold_uncertainty_score":0.99990046},"labels":[],"label_agreement":null},{"id":"W4406273244","doi":"10.55981/brin.1079.c1185","title":"Dari Bibliometrika Menuju Informetrika","year":2024,"lang":"id","type":"book-chapter","venue":"Penerbit BRIN eBooks","topic":"Decision Support System Applications","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Encana (Canada)","funders":"","keywords":"Geography","score_opus":0.04500045732074137,"score_gpt":0.266004174947938,"score_spread":0.22100371762719662,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4406273244","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":[0.00018113806,0.0025773868,0.0002653462,0.0006050809,0.00353891,0.0021633718,0.00015114772,0.00078226376,0.98973536],"genre_scores_gemma":[0.021545669,0.00020501857,0.00026397084,0.0016884406,0.004087622,0.0003194459,0.00044582944,0.0005712626,0.97087276],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9912517,0.0000121305,0.0028160182,0.0020651196,0.0025963308,0.0012586674],"domain_scores_gemma":[0.9939788,0.00038182986,0.0016560887,0.0026174297,0.0011719974,0.00019385996],"candidate_categories":["metaepi_narrow","bibliometrics","scholarly_communication","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.0018450376,0.0016681731,0.0017538914,0.026273115,0.0006856874,0.004774953,0.002243086,0.0010832223,0.043060374],"category_scores_gemma":[0.00023722704,0.001681456,0.0011431518,0.003895557,0.000377963,0.00108445,0.002837478,0.0013566391,0.3335017],"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":[0.00006143695,0.00008158432,0.00014966812,0.0024817637,0.0009326712,0.0003949117,0.000059987,0.0000010815053,0.00023734327,0.6707512,0.28049237,0.044355985],"study_design_scores_gemma":[0.0006285536,0.000030784853,0.00017272143,0.0012359049,0.00091758074,0.0000715046,0.00006677165,0.000048154736,0.00008494457,0.037368413,0.95771486,0.0016597982],"about_ca_topic_score_codex":0.00078795786,"about_ca_topic_score_gemma":0.00025149342,"teacher_disagreement_score":0.6772225,"about_ca_system_score_codex":0.00031329977,"about_ca_system_score_gemma":0.00027749172,"threshold_uncertainty_score":0.9996065},"labels":[],"label_agreement":null},{"id":"W4406273276","doi":"10.55981/brin.1079.c1187","title":"Transfer Pengetahuan Mengenai Praktik Catatan Lapangan antara Dosen dan Mahasiswa Prodi Ilmu Perpustakaan dan Informasi","year":2024,"lang":"id","type":"book-chapter","venue":"Penerbit BRIN eBooks","topic":"Edcuational Technology Systems","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Encana (Canada)","funders":"","keywords":"Croatian; Philosophy","score_opus":0.02964514405093687,"score_gpt":0.24228713107674374,"score_spread":0.21264198702580686,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4406273276","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":[0.028684998,0.0040566316,0.0011796089,0.0051748427,0.0053054364,0.0063651847,0.00029589428,0.0030595872,0.9458778],"genre_scores_gemma":[0.4393819,0.00027784237,0.00227035,0.0011803402,0.0015100295,0.0005607002,0.00059372827,0.0005864817,0.55363864],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.98898286,0.00021517427,0.0027510878,0.0034438951,0.0025197498,0.0020872275],"domain_scores_gemma":[0.9935151,0.0002817481,0.0006451736,0.0040113176,0.00071602495,0.0008306378],"candidate_categories":["metaepi_narrow","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity"],"category_scores_codex":[0.0017232095,0.002406126,0.0021078582,0.0014083757,0.00091096596,0.0013821127,0.0051665707,0.001856343,0.000073853436],"category_scores_gemma":[0.00006946076,0.002447341,0.0009914942,0.00028939327,0.0013741931,0.0012221979,0.0017905239,0.003576386,0.0011668532],"study_design_candidate":"theoretical_or_conceptual","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":[0.000046173365,0.00008593063,0.00014868405,0.0012785482,0.0009619913,0.0010565473,0.0056822877,0.000026323487,0.0033408757,0.9594346,0.00040584372,0.027532186],"study_design_scores_gemma":[0.0015171805,0.00073737715,0.00034167778,0.0023498472,0.00082453224,0.002211571,0.000791851,0.0022410739,0.017373635,0.008283488,0.9595079,0.0038198729],"about_ca_topic_score_codex":0.00046281572,"about_ca_topic_score_gemma":0.0024365743,"teacher_disagreement_score":0.95910203,"about_ca_system_score_codex":0.00080547883,"about_ca_system_score_gemma":0.0013126406,"threshold_uncertainty_score":0.99965453},"labels":[],"label_agreement":null},{"id":"W4406273281","doi":"10.55981/brin.1079.c1189","title":"Penilaian Pemustaka Terhadap Kualitas Layanan (LIBQUAL+TM) di Perpustakaan Universitas Indonesia Selama Pandemi Covid-19","year":2024,"lang":"id","type":"book-chapter","venue":"Penerbit BRIN eBooks","topic":"Edcuational Technology Systems","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Encana (Canada)","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Chemistry; Medicine; Internal medicine","score_opus":0.05120425015238952,"score_gpt":0.27690761438469386,"score_spread":0.22570336423230433,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4406273281","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.009662779,0.005749169,0.016942807,0.01107432,0.0058958353,0.004228663,0.00046586146,0.0045071966,0.94147336],"genre_scores_gemma":[0.55609477,0.00010105106,0.0008735563,0.0016202327,0.00085611246,0.00008559636,0.00018624448,0.0003402799,0.43984216],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.98861545,0.00047601314,0.0022513885,0.0041363365,0.0025403202,0.0019804875],"domain_scores_gemma":[0.9918247,0.0008472464,0.001384025,0.003697141,0.0006429119,0.0016040185],"candidate_categories":["metaepi_narrow","sts","scholarly_communication","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity"],"category_scores_codex":[0.0021775349,0.0022837017,0.0021599918,0.0020301358,0.001334092,0.0011934653,0.0054487404,0.0026448085,0.0008080327],"category_scores_gemma":[0.00019054537,0.0025105437,0.0011469239,0.0003956739,0.0017192737,0.0006176383,0.0036529764,0.0032786706,0.0026552442],"study_design_candidate":"theoretical_or_conceptual","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":[0.000056031615,0.00007156938,0.00079165667,0.0009548685,0.0008222175,0.005076918,0.004085654,0.000109113185,0.00035303802,0.9803066,0.004277195,0.0030950871],"study_design_scores_gemma":[0.0027864906,0.00069821783,0.00071303756,0.0018793673,0.0013259688,0.0039968337,0.0044096424,0.0042846133,0.00034322526,0.06866063,0.9056208,0.005281162],"about_ca_topic_score_codex":0.0013280604,"about_ca_topic_score_gemma":0.0011134776,"teacher_disagreement_score":0.911646,"about_ca_system_score_codex":0.0024953273,"about_ca_system_score_gemma":0.0025255806,"threshold_uncertainty_score":0.999966},"labels":[],"label_agreement":null}]}