{"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":"review","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.025875928,0.52647007,0.0025216297,0.10207095,0.032528277,0.00011617446,0.00027321902,0.00014720658,0.30999655],"genre_scores_gemma":[0.12677485,0.37212422,0.002768622,0.0142314965,0.0066402713,0.00013862252,0.00025056428,0.00014443413,0.47692695],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99961615,0.00013735403,0.000025204781,0.000065029875,0.00009830049,0.00005784125],"domain_scores_gemma":[0.9994843,0.0002961636,0.000029978888,0.00002419919,0.000095247735,0.000070112685],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000855292,0.00056100346,0.00038867976,0.00081321545,0.002415304,0.0066081677,0.00058150437,0.001844285,0.02605941],"category_scores_gemma":[0.0014018927,0.00023458965,0.00033936245,0.0008468194,0.0017539714,0.0034843779,0.0019192109,0.002549617,0.0057682125],"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":[0.0003227784,0.00021649494,0.0018335064,0.0030193366,0.000036655005,0.0020898085,0.01794789,0.00030870186,0.0044584153,0.061600048,0.31689894,0.59126747],"study_design_scores_gemma":[0.0000061250093,0.000040880688,0.0011745495,0.0007615276,0.000013396369,0.0004823967,0.0054724105,0.000050862716,0.0007869913,0.004831082,0.9863674,0.000012363859],"about_ca_topic_score_codex":0.0039524175,"about_ca_topic_score_gemma":0.009676227,"teacher_disagreement_score":0.02605941,"about_ca_system_score_codex":0.0018609823,"about_ca_system_score_gemma":0.0026419682,"threshold_uncertainty_score":0.087177455},"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":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.32452053,0.0045037586,0.0066209994,0.01380336,0.0010164236,0.0002926376,0.049517866,0.0023418441,0.59738255],"genre_scores_gemma":[0.7774358,0.0028173723,0.008439572,0.00088093657,0.00016521467,0.00021591068,0.031219734,0.0007740197,0.17805138],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9996811,0.000059742655,0.00003257812,0.000068413814,0.000098465454,0.000059776507],"domain_scores_gemma":[0.9995808,0.00007188464,0.000048661615,0.000041795636,0.00015399183,0.00010289195],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00046152205,0.0002916791,0.00027537835,0.000842701,0.0007845254,0.003878422,0.00046144947,0.0004909676,0.019916313],"category_scores_gemma":[0.0013443821,0.00026478284,0.00022141766,0.0019801916,0.00045788995,0.0015878946,0.0012753506,0.0007940207,0.0045887707],"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":[0.00076140463,0.00032007604,0.17860933,0.0020061047,0.00014242298,0.002496678,0.00737047,0.01290358,0.00397205,0.03118505,0.37049684,0.38973603],"study_design_scores_gemma":[0.000056617497,0.00008020391,0.21743277,0.00053133554,0.000049819166,0.0005492488,0.01046664,0.010590491,0.0019211352,0.005193475,0.7530489,0.000079393125],"about_ca_topic_score_codex":0.09091482,"about_ca_topic_score_gemma":0.100645676,"teacher_disagreement_score":0.09091482,"about_ca_system_score_codex":0.0019825764,"about_ca_system_score_gemma":0.0026854274,"threshold_uncertainty_score":0.18077129},"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":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.005265479,0.028280076,0.0029374321,0.017173283,0.0032322572,0.000046034016,0.00013232199,0.00020500257,0.9427282],"genre_scores_gemma":[0.039859444,0.0106627755,0.002370983,0.003343944,0.00042507108,0.000042858985,0.000076059805,0.00015665898,0.94306207],"study_design_codex":"not_applicable","study_design_gemma":"qualitative","domain_scores_codex":[0.9997652,0.00006732729,0.000008243979,0.00004124542,0.0000817848,0.0000362877],"domain_scores_gemma":[0.9998584,0.00006218826,0.000010656247,0.000011977508,0.000038200596,0.000018675311],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00045414077,0.0005928992,0.00025380962,0.00045296978,0.001832382,0.003928294,0.0005246834,0.0012996664,0.030607654],"category_scores_gemma":[0.00064989144,0.00022969542,0.00020130204,0.0005090381,0.0019390797,0.0024805935,0.0014130938,0.0025297368,0.009193933],"study_design_candidate":"qualitative","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":[0.00013231472,0.00011672735,0.0006736666,0.0007385104,0.000016421971,0.0005059474,0.019512413,0.00019607246,0.0027605963,0.32135522,0.39032906,0.26366302],"study_design_scores_gemma":[0.0000037887553,0.000014202961,0.00035075846,0.0001381967,0.0000054594766,0.00012948303,0.0020359699,0.00003755872,0.00063417346,0.008747063,0.9878962,0.000007133536],"about_ca_topic_score_codex":0.0046003526,"about_ca_topic_score_gemma":0.014141927,"teacher_disagreement_score":0.030607654,"about_ca_system_score_codex":0.0018637637,"about_ca_system_score_gemma":0.0021797847,"threshold_uncertainty_score":0.10239273},"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":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.027687455,0.00577991,0.0010725684,0.004574038,0.0005974874,0.000055778666,0.00009647943,0.000055975248,0.96008044],"genre_scores_gemma":[0.1728707,0.0032584243,0.0015327651,0.0012608519,0.000104592844,0.000101147925,0.00009146114,0.00008881829,0.82069117],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9996824,0.000055862514,0.000009724425,0.000042856485,0.00007057906,0.00013858818],"domain_scores_gemma":[0.9999045,0.000022665337,0.000009416637,0.000011394294,0.000024341394,0.000027718903],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003723144,0.00040722126,0.00019998639,0.0004953725,0.0055495067,0.0039637573,0.0004171674,0.0011396512,0.0214009],"category_scores_gemma":[0.0003234997,0.0002555509,0.0001383534,0.00076805725,0.0019271721,0.0013183478,0.001758761,0.0029509303,0.0029927008],"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":[0.00007110137,0.00009714568,0.0017929465,0.00018624749,0.000008752956,0.00047455935,0.019711629,0.00013229437,0.0019932403,0.8557142,0.043628402,0.07618958],"study_design_scores_gemma":[0.000007749177,0.000020944737,0.0027807457,0.000137456,0.0000072954545,0.00012695225,0.0049949707,0.00006707943,0.0008162624,0.0150735555,0.97595733,0.000009746331],"about_ca_topic_score_codex":0.014760845,"about_ca_topic_score_gemma":0.06096082,"teacher_disagreement_score":0.0214009,"about_ca_system_score_codex":0.003106076,"about_ca_system_score_gemma":0.004794621,"threshold_uncertainty_score":0.071593165},"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":"review","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"review","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0050233356,0.0349727,0.048620872,0.002427445,0.0027101578,0.00011007418,0.012067008,0.004513237,0.8895551],"genre_scores_gemma":[0.038683098,0.046017446,0.09819705,0.000708535,0.0011179216,0.0003041576,0.015889976,0.0046279305,0.79445386],"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9987902,0.00023832904,0.000101004895,0.00018703111,0.0006224016,0.000061110906],"domain_scores_gemma":[0.99895525,0.0003848561,0.00006697789,0.0001897925,0.0003708849,0.00003232886],"candidate_categories":["bibliometrics"],"consensus_categories":[],"category_scores_codex":[0.0009801222,0.001108511,0.001510863,0.009633603,0.0013304346,0.008122169,0.000798733,0.00083988276,0.15957241],"category_scores_gemma":[0.0042278036,0.0007389759,0.00046950747,0.016808223,0.0007403271,0.0037569357,0.001770443,0.0021689516,0.073234856],"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":[0.000056513287,0.000038594033,0.0006494918,0.0012602565,0.000039558356,0.00007298885,0.00044497653,0.00087257754,0.0014535299,0.044314414,0.22753958,0.7232575],"study_design_scores_gemma":[0.000007372922,0.00001169931,0.0013468764,0.00037843495,0.000021468533,0.00018571416,0.00036323947,0.0006253112,0.001068158,0.015124325,0.9808427,0.000024635847],"about_ca_topic_score_codex":0.0059258593,"about_ca_topic_score_gemma":0.009263863,"teacher_disagreement_score":0.9903664,"about_ca_system_score_codex":0.0014365735,"about_ca_system_score_gemma":0.0015037676,"threshold_uncertainty_score":0.5338229},"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":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0091101,0.01942439,0.07387245,0.0019737985,0.0019164219,0.00010194015,0.00027845628,0.0016862472,0.89163613],"genre_scores_gemma":[0.026345817,0.009183988,0.021784062,0.00043765534,0.00032343596,0.000077852674,0.00021109176,0.00043031105,0.9412058],"study_design_codex":"design_other","study_design_gemma":"qualitative","domain_scores_codex":[0.99973243,0.00003362944,0.000008615383,0.000046412835,0.00015416996,0.000024751149],"domain_scores_gemma":[0.99968565,0.00013549265,0.000014834106,0.000053287273,0.00008449934,0.00002632217],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00032690822,0.000845003,0.0004406766,0.000675819,0.00068384246,0.0021914209,0.0007848305,0.0008572205,0.09497437],"category_scores_gemma":[0.0007785065,0.00041414276,0.00036747308,0.00068092643,0.0007131042,0.0024244182,0.0011290712,0.0014568474,0.031341832],"study_design_candidate":"qualitative","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":[0.00020835461,0.00014215503,0.00035094132,0.0007532727,0.000016874463,0.00030318496,0.0009004358,0.0017440346,0.03103507,0.066548616,0.087018594,0.8109784],"study_design_scores_gemma":[0.000016658674,0.00014474102,0.00064569997,0.00026438918,0.000024561014,0.0008818996,0.00029317534,0.0017158318,0.01872675,0.020549668,0.9567045,0.000032076274],"about_ca_topic_score_codex":0.00089555123,"about_ca_topic_score_gemma":0.0012311818,"teacher_disagreement_score":0.09497437,"about_ca_system_score_codex":0.00074926007,"about_ca_system_score_gemma":0.00079035084,"threshold_uncertainty_score":0.3177209},"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":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0013967537,0.0054925256,0.0011991088,0.00092827325,0.0009850458,0.000020304686,0.00024684987,0.0003401808,0.9893909],"genre_scores_gemma":[0.0024800021,0.0014765221,0.0005369025,0.00010278646,0.000037956528,0.000008658776,0.00009070337,0.00013856844,0.9951278],"study_design_codex":"not_applicable","study_design_gemma":"observational","domain_scores_codex":[0.9998634,0.0000115214825,0.000005389556,0.000034154837,0.00006296936,0.000022660646],"domain_scores_gemma":[0.9998963,0.000021096608,0.0000055182204,0.000012478603,0.000034578694,0.000030067053],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001759852,0.0007117257,0.0003248862,0.00072087615,0.0014064607,0.0034573183,0.0003695359,0.0005149816,0.19585802],"category_scores_gemma":[0.00027383704,0.00031169265,0.00020689519,0.0011528756,0.0003716555,0.0019641258,0.0012750644,0.0015254137,0.094761066],"study_design_candidate":"observational","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":[0.000061522645,0.00008256692,0.0004495531,0.0002454561,0.0000034680677,0.0001591853,0.0008997152,0.0001493005,0.001237593,0.043430384,0.5624211,0.39086026],"study_design_scores_gemma":[0.0000016560217,0.000010530215,0.00032275126,0.00004500441,0.000001925733,0.000119204284,0.00012894036,0.00004734498,0.0003627202,0.0009457489,0.9980117,0.000002421901],"about_ca_topic_score_codex":0.0025262139,"about_ca_topic_score_gemma":0.0087777935,"teacher_disagreement_score":0.19585802,"about_ca_system_score_codex":0.0008152114,"about_ca_system_score_gemma":0.0012592665,"threshold_uncertainty_score":0.6552104},"labels":[],"label_agreement":null}]}