{"meta":{"query_hash":"5039f654bf1d","filters":{"venue":"ISEAS Publishing eBooks"},"cohort_total":9,"direct_labels_cover":0,"predictions_cover":9,"exported":9,"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/5039f654bf1d","api":"https://metacan.xera.ac/api/v1/cohort?venue=ISEAS+Publishing+eBooks"},"results":[{"id":"W2186596100","doi":"10.1355/9789814380294-009","title":"6 The Migration of Professionals in an Integrating East Asia","year":2012,"lang":"en","type":"book-chapter","venue":"ISEAS Publishing eBooks","topic":"Education in Diverse Contexts","field":"Social Sciences","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":"East Asia; Geography; History; Archaeology; China","score_opus":0.07040524464840041,"score_gpt":0.34634047018610387,"score_spread":0.27593522553770344,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2186596100","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":[0.0032213312,0.00061808125,0.000004211662,0.0036034267,0.0014586484,0.00056747074,0.000022932609,0.000061271436,0.99044263],"genre_scores_gemma":[0.52499586,0.00001431628,0.00012535467,0.00018772943,0.0011175221,0.00005419185,0.00004176129,0.000036762987,0.4734265],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99780446,0.0002975725,0.00048351713,0.00026179946,0.000825748,0.00032691602],"domain_scores_gemma":[0.9977114,0.00045645793,0.0006152273,0.0003822399,0.0006468684,0.00018779673],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0026290396,0.00018626453,0.00022001352,0.00020199784,0.0005853692,0.0010223279,0.00087234186,0.0004038977,0.00026719001],"category_scores_gemma":[0.00140289,0.00014917887,0.000101716716,0.000044019016,0.00037397264,0.001562273,0.00011180887,0.0006538455,0.000018900468],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010130374,0.000023736724,0.0012332172,0.00001681382,0.00001469211,7.4082965e-7,0.048280984,1.5618707e-7,0.000010417522,0.8862683,0.012608251,0.051532533],"study_design_scores_gemma":[0.00018184017,0.000020018671,0.0017337208,0.0008955506,0.00003518475,4.123365e-7,0.04480708,0.000006540409,0.000016060907,0.051541325,0.9004094,0.00035286255],"about_ca_topic_score_codex":0.0013782837,"about_ca_topic_score_gemma":0.033567205,"teacher_disagreement_score":0.8878012,"about_ca_system_score_codex":0.0002614813,"about_ca_system_score_gemma":0.0012551103,"threshold_uncertainty_score":0.9858332},"labels":[],"label_agreement":null},{"id":"W2337757863","doi":"10.1355/9789814380041","title":"Urbanization in Southeast Asia","year":2012,"lang":"en","type":"book","venue":"ISEAS Publishing eBooks","topic":"Socioeconomic Development in Asia","field":"Social Sciences","cited_by":7,"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":"Urbanization; Southeast asia; Geography; History; Ancient history; Economic growth; Economics","score_opus":0.031968915561710644,"score_gpt":0.2726344614137118,"score_spread":0.24066554585200114,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2337757863","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":[0.00009732902,0.00024548316,0.000016757615,0.0010202521,0.0022349728,0.0005670974,0.00003011991,0.00029146607,0.9954965],"genre_scores_gemma":[0.025613023,0.000008501939,0.0002453418,0.0002149862,0.002356442,0.00005631583,0.00018127414,0.00010111301,0.971223],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9973375,0.00024913473,0.00050206005,0.00046844906,0.00068927614,0.0007535531],"domain_scores_gemma":[0.9985063,0.00022587572,0.00039406828,0.00036208704,0.00017253328,0.00033915168],"candidate_categories":["metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0022238102,0.00030418287,0.0003818004,0.0004204021,0.00034650022,0.0019280631,0.0010191619,0.00094187434,0.00091704057],"category_scores_gemma":[0.0008334808,0.00037039656,0.00012249149,0.00008752796,0.00028089393,0.0014476037,0.00018025868,0.0008138501,0.00057375623],"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":[0.0000075876173,0.0000246381,0.0041378206,0.000040062027,0.000048101316,0.000009141859,0.028384788,0.0000010951935,4.4841482e-7,0.5494221,0.39807782,0.019846437],"study_design_scores_gemma":[0.00022706782,0.0000027917558,0.001656577,0.00014491801,0.000023742195,6.7378926e-7,0.0032508594,0.0000014103364,6.618664e-7,0.032041036,0.9622299,0.00042034916],"about_ca_topic_score_codex":0.00053902436,"about_ca_topic_score_gemma":0.001596635,"teacher_disagreement_score":0.5641521,"about_ca_system_score_codex":0.00210813,"about_ca_system_score_gemma":0.0037813315,"threshold_uncertainty_score":0.99999624},"labels":[],"label_agreement":null},{"id":"W2341747365","doi":"10.1355/9789812305381","title":"A Time Bomb for Global Trade","year":2004,"lang":"en","type":"book","venue":"ISEAS Publishing eBooks","topic":"Space exploration and regulation","field":"Physics and Astronomy","cited_by":30,"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":"International trade; Business","score_opus":0.015364722034348136,"score_gpt":0.24320287466983162,"score_spread":0.2278381526354835,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2341747365","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":[0.000018852517,0.000054972996,0.006576921,0.0020922988,0.0005748727,0.00079430384,0.0005652034,0.00018413442,0.9891384],"genre_scores_gemma":[0.004737893,1.2180774e-7,0.00052661373,0.00027025206,0.0031796654,0.00011533717,0.002467736,0.00007121107,0.9886312],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99867904,0.000020674006,0.00027518877,0.00039558366,0.00032215487,0.00030737984],"domain_scores_gemma":[0.9991128,0.000041823947,0.00026042003,0.00030992925,0.00009495152,0.00018007547],"candidate_categories":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.00014320944,0.00030476574,0.0003094027,0.00007321433,0.00016482543,0.0012640334,0.00031385015,0.00026010277,0.00017866817],"category_scores_gemma":[0.000015593709,0.00030094243,0.000340399,0.00003300192,0.000079206184,0.00057701214,0.00005044263,0.00024803999,0.000046331425],"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":[0.000025644484,0.00003468287,0.000015862457,0.000049879487,0.0001647576,0.000001183932,0.00033492077,0.0001432127,0.000007791028,0.41344815,0.5643204,0.021453537],"study_design_scores_gemma":[0.00078645657,0.00002375798,0.00003300131,0.00011374503,0.00007679388,5.2898673e-7,0.0000270326,0.00018679177,0.000018210607,0.2257525,0.7726805,0.00030066038],"about_ca_topic_score_codex":0.00001527407,"about_ca_topic_score_gemma":0.0000057848983,"teacher_disagreement_score":0.20836015,"about_ca_system_score_codex":0.0004914037,"about_ca_system_score_gemma":0.0021734415,"threshold_uncertainty_score":0.99994427},"labels":[],"label_agreement":null},{"id":"W2342663460","doi":"10.1355/9789814414098","title":"Technology and Entrepot Colonialism in Singapore, 1819-1940","year":2013,"lang":"en","type":"book","venue":"ISEAS Publishing eBooks","topic":"Socioeconomic Development in Asia","field":"Social Sciences","cited_by":6,"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":"Colonialism; Geography; History; Archaeology","score_opus":0.01906211308532635,"score_gpt":0.2643694631393954,"score_spread":0.24530735005406906,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2342663460","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":[0.008874621,0.00053876836,0.0000015618622,0.0068527097,0.0015890062,0.0010968316,0.000019158679,0.0004181082,0.98060924],"genre_scores_gemma":[0.016764682,0.00006194167,0.00053312967,0.00087950693,0.0007011849,0.00020676003,0.000047357396,0.00008238554,0.980723],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9970104,0.00019122806,0.0006863776,0.00077458,0.000537933,0.0007994922],"domain_scores_gemma":[0.9980773,0.00044951538,0.0005597378,0.00042428268,0.0002022487,0.00028691298],"candidate_categories":["metaepi_narrow","scholarly_communication","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0016374107,0.0003879826,0.0007482698,0.0012542093,0.00050832506,0.0028130368,0.0010816053,0.0016341651,0.00045374865],"category_scores_gemma":[0.0015448491,0.00044474282,0.00010915947,0.00014565454,0.0012843227,0.00093837554,0.00045611415,0.0011942753,0.00015625056],"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":[0.000012498244,0.000024600333,0.0040338445,0.000059141967,0.00011230312,0.000097803124,0.017547132,2.678641e-7,0.0000029097305,0.43954217,0.48823667,0.05033065],"study_design_scores_gemma":[0.00043751928,0.000008082498,0.00042065192,0.00017728364,0.00002389394,0.0000039376355,0.0009147872,0.0000014598214,0.0000022350341,0.20319681,0.79441583,0.0003975027],"about_ca_topic_score_codex":0.0013578376,"about_ca_topic_score_gemma":0.0019341253,"teacher_disagreement_score":0.30617917,"about_ca_system_score_codex":0.001591147,"about_ca_system_score_gemma":0.0038290392,"threshold_uncertainty_score":0.99980044},"labels":[],"label_agreement":null},{"id":"W2575208733","doi":"10.1355/9789814380010-017","title":"12. Integrating Digital and Human Data Sources for Environmental Planning and Climate Change Adaptation: From Research to Practice in Central Vietnam","year":2012,"lang":"en","type":"book-chapter","venue":"ISEAS Publishing eBooks","topic":"Vietnamese History and Culture Studies","field":"Social Sciences","cited_by":1,"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":"Đại học Huế; Kementerian Sumber Asli dan Alam Sekitar; University of Cambridge; International Development Research Centre","keywords":"Climate change adaptation; Adaptation (eye); Climate change; Environmental resource management; Environmental planning; Geography; Environmental science; Psychology; Ecology; Biology","score_opus":0.18698072219527237,"score_gpt":0.37175633253980767,"score_spread":0.1847756103445353,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2575208733","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":[0.0021507882,0.014723511,0.000037257767,0.0032477695,0.0006227838,0.0020831898,0.0027270908,0.00010528425,0.97430235],"genre_scores_gemma":[0.91492283,0.00026980278,0.0017108935,0.00065769366,0.005945707,0.00030803075,0.0014894617,0.0001377237,0.074557826],"study_design_codex":"qualitative","study_design_gemma":"not_applicable","domain_scores_codex":[0.99775815,0.0001271619,0.00027831082,0.0006170192,0.0006271138,0.00059225596],"domain_scores_gemma":[0.9988351,0.00035050802,0.00019102552,0.00027086632,0.0000628609,0.00028968215],"candidate_categories":["sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0017262493,0.00023750488,0.00028832763,0.00014760603,0.00210026,0.002174885,0.00047550915,0.00025504216,0.000022877552],"category_scores_gemma":[0.001061848,0.00023398362,0.000036878384,0.00001587826,0.0004533674,0.003734795,0.0007550332,0.00064817397,0.0000032727085],"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":[0.00015412126,0.000038314534,0.0025167323,0.000071919516,0.000101438665,0.000022752145,0.694472,4.0494027e-7,0.00001054435,0.05055238,0.005232164,0.24682723],"study_design_scores_gemma":[0.00018688952,0.00005157879,0.00052483846,0.00040264212,0.00004559564,9.600799e-7,0.09739774,0.0000040368927,1.6689498e-7,0.0017378844,0.8993833,0.00026438228],"about_ca_topic_score_codex":0.0003395535,"about_ca_topic_score_gemma":0.005403089,"teacher_disagreement_score":0.91277206,"about_ca_system_score_codex":0.00019144581,"about_ca_system_score_gemma":0.00006151347,"threshold_uncertainty_score":0.99919885},"labels":[],"label_agreement":null},{"id":"W3144454062","doi":"","title":"Decentring & diversifying Southeast Asian studies : perspectives from the region","year":2011,"lang":"en","type":"book","venue":"ISEAS Publishing eBooks","topic":"Asian Studies and History","field":"Social Sciences","cited_by":12,"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":"Southeast asia; Politics; Asian studies; Southeast Asian studies; China; History; Social science; Gender studies; Political science; Geography; Sociology; Ethnology; Law; Archaeology","score_opus":0.0945869972653702,"score_gpt":0.28587973652738413,"score_spread":0.19129273926201393,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3144454062","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":[0.000024146953,0.025692878,0.00001993313,0.002896027,0.0019583248,0.00039814162,0.000054063345,0.0002669943,0.9686895],"genre_scores_gemma":[0.0444287,0.0010466997,0.00009627385,0.00024130443,0.0067294985,0.000039406106,0.000018803588,0.0000986314,0.9473007],"study_design_codex":"qualitative","study_design_gemma":"not_applicable","domain_scores_codex":[0.9972011,0.00030775473,0.00030224948,0.00069167855,0.00086161756,0.0006355899],"domain_scores_gemma":[0.9977471,0.00054279144,0.00046556766,0.000538431,0.00048238583,0.00022370745],"candidate_categories":["metaepi_narrow","sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0006151636,0.00037964512,0.000507521,0.0001330247,0.0039636013,0.0011146278,0.0013433063,0.00037864735,0.00009388173],"category_scores_gemma":[0.0012366126,0.00030791975,0.0003613193,0.00006321554,0.0016275428,0.0006788337,0.0006633342,0.0009608582,0.00005394614],"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":[0.000022877784,0.000009863753,0.00010904467,0.000017024144,0.00043426256,0.000042090196,0.49251333,6.640249e-8,8.556098e-8,0.1322115,0.35768816,0.016951703],"study_design_scores_gemma":[0.00012003174,0.000007369499,0.0001785863,0.00026405015,0.0001555549,4.0319418e-7,0.3839962,7.921011e-8,6.732349e-8,0.010743129,0.60430026,0.00023430063],"about_ca_topic_score_codex":0.003800389,"about_ca_topic_score_gemma":0.008564295,"teacher_disagreement_score":0.2466121,"about_ca_system_score_codex":0.0015671398,"about_ca_system_score_gemma":0.0010855523,"threshold_uncertainty_score":0.9999373},"labels":[],"label_agreement":null},{"id":"W3152771938","doi":"10.1355/9789814379830-014","title":"10. Cambodia-Japan Relations","year":2012,"lang":"en","type":"book-chapter","venue":"ISEAS Publishing eBooks","topic":"Cambodian History and Society","field":"Social Sciences","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":"Political science","score_opus":0.0417848334475902,"score_gpt":0.256619087816325,"score_spread":0.21483425436873477,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3152771938","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":[0.000030348476,0.00128404,0.000006434496,0.0009872768,0.0011726168,0.0003850227,0.00013479643,0.00044019913,0.9955593],"genre_scores_gemma":[0.010200819,0.000033648146,0.000089925124,0.0005315822,0.00348248,0.000026702462,0.00011645444,0.00009326331,0.9854251],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99734586,0.00012219718,0.0003952649,0.00048373447,0.0009875398,0.0006653794],"domain_scores_gemma":[0.997714,0.00028040836,0.00035389507,0.0005932939,0.00033483963,0.0007235868],"candidate_categories":["metaepi_narrow","sts","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001395419,0.0003475146,0.00038689276,0.00019470783,0.0017388017,0.001388653,0.0007658289,0.0012264327,0.022465745],"category_scores_gemma":[0.00053673243,0.00041217363,0.00052012096,0.000038626302,0.00074329,0.0014563691,0.00013923031,0.0011630617,0.003245558],"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":[0.000004923968,0.000007319489,0.000032333424,0.000011424571,0.000044338914,0.000004073926,0.009686701,2.584612e-7,5.177687e-7,0.5770663,0.40484008,0.0083017],"study_design_scores_gemma":[0.00012731449,0.000010408203,0.00004963142,0.00007154968,0.00011885025,0.0000011044177,0.00036053243,4.954366e-7,2.6721193e-7,0.019548653,0.9792503,0.0004608982],"about_ca_topic_score_codex":0.00061157503,"about_ca_topic_score_gemma":0.0013181353,"teacher_disagreement_score":0.5744102,"about_ca_system_score_codex":0.0010643164,"about_ca_system_score_gemma":0.0012509449,"threshold_uncertainty_score":0.999833},"labels":[],"label_agreement":null},{"id":"W3166083490","doi":"10.1355/9789812306555-010","title":"6. ASEAN–Korea Economic Co-operation: Thailand’s Perspective","year":2007,"lang":"en","type":"book-chapter","venue":"ISEAS Publishing eBooks","topic":"Global trade and economics","field":"Economics, Econometrics and Finance","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":"Perspective (graphical); Business; International trade; Computer science; Artificial intelligence","score_opus":0.10430251046850483,"score_gpt":0.25057862060439756,"score_spread":0.14627611013589273,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3166083490","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":[0.00019002146,0.0021485975,0.00010937136,0.0009911426,0.0017091566,0.00048706538,0.0027467767,0.00021110135,0.99140674],"genre_scores_gemma":[0.06928436,0.00034992464,0.00049220835,0.0034491138,0.0042929305,0.000041440882,0.0009574276,0.0003804862,0.9207521],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9965464,0.000010205598,0.0012769321,0.0013424783,0.000097536846,0.00072648533],"domain_scores_gemma":[0.99749345,0.00010094361,0.0009191324,0.00096493005,0.00006928771,0.00045228598],"candidate_categories":["metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0009898866,0.0006843823,0.0010733801,0.00069398293,0.00029027025,0.002635316,0.0009437464,0.000985958,0.004934428],"category_scores_gemma":[0.00006886042,0.0008854066,0.00057666167,0.000013199335,0.00019831193,0.0013625155,0.00017386442,0.0010390271,0.0089633055],"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":[0.000036386456,0.0000147170795,0.00037609373,0.00002465363,0.00025644514,0.000035135017,0.00030498023,0.00004798596,2.1656594e-7,0.9292741,0.06888762,0.0007416539],"study_design_scores_gemma":[0.00061347126,0.00005166701,0.00019207894,0.000032761258,0.000028115988,0.000019311345,0.00008125032,0.00013213824,0.000007830254,0.25826386,0.7397763,0.0008012163],"about_ca_topic_score_codex":0.0007523231,"about_ca_topic_score_gemma":0.00045097104,"teacher_disagreement_score":0.67101026,"about_ca_system_score_codex":0.001878651,"about_ca_system_score_gemma":0.00027226258,"threshold_uncertainty_score":0.99935967},"labels":[],"label_agreement":null},{"id":"W3172447153","doi":"10.1355/9789814279680-009","title":"6. Gains from Intra- and Inter-Regional Trade and Economic Co-operation","year":2010,"lang":"en","type":"book-chapter","venue":"ISEAS Publishing eBooks","topic":"Global trade and economics","field":"Economics, Econometrics and Finance","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":"Regional trade; Economics; International economics; International trade; Free trade","score_opus":0.07426341340167023,"score_gpt":0.222792924432315,"score_spread":0.14852951103064477,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3172447153","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":[0.034714464,0.002101589,0.00012100398,0.004038055,0.0013011312,0.00042234178,0.0039315014,0.00011550259,0.9532544],"genre_scores_gemma":[0.91042763,0.0011591079,0.0013863733,0.0061940304,0.0035107317,0.000049653285,0.0017799198,0.0003249793,0.075167544],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99793684,0.0000074371947,0.0007789834,0.0009108369,0.000038798287,0.00032707784],"domain_scores_gemma":[0.99866265,0.00009488048,0.00048917864,0.00042905504,0.000008996879,0.00031520962],"candidate_categories":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.00032648223,0.00042839372,0.0006877225,0.00027913,0.0001769907,0.0022384662,0.00036006852,0.0007903269,0.000813443],"category_scores_gemma":[0.000026715155,0.00054707,0.00015221642,0.0000039079505,0.00024367143,0.0010266396,0.0001259633,0.0008786212,0.00029687455],"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":[0.00003132628,0.000012306147,0.0016696403,0.000035209832,0.00021764,0.00001006613,0.0006259494,0.0000038488924,0.000018457396,0.97602475,0.016775582,0.004575218],"study_design_scores_gemma":[0.0006084047,0.000035558605,0.0017646174,0.000037598184,0.000025843583,0.000016934835,0.000027806249,0.00033293676,0.00001665037,0.2525913,0.7439563,0.0005860059],"about_ca_topic_score_codex":0.00075225875,"about_ca_topic_score_gemma":0.0006881194,"teacher_disagreement_score":0.87808686,"about_ca_system_score_codex":0.00018859142,"about_ca_system_score_gemma":0.00007776617,"threshold_uncertainty_score":0.9996981},"labels":[],"label_agreement":null}]}