{"meta":{"query_hash":"2c880f052e34","filters":{"venue":"UNESCO 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/2c880f052e34","api":"https://metacan.xera.ac/api/v1/cohort?venue=UNESCO+eBooks"},"results":[{"id":"W1833735890","doi":"","title":"Celebrating 40 years of the World Heritage Convention","year":2013,"lang":"en","type":"book","venue":"UNESCO eBooks","topic":"Cultural Heritage Management and Preservation","field":"Arts and Humanities","cited_by":3,"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":"Convention; Goodwill; Political science; Cultural heritage; Credibility; Government (linguistics); World heritage; Cultural heritage management; Public administration; History; Media studies; Public relations; Law; Sociology; Business; Tourism","score_opus":0.05942433682624855,"score_gpt":0.21108197881763463,"score_spread":0.1516576419913861,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1833735890","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":[0.0046391967,0.033792198,0.0011153925,0.042462934,0.032766048,0.00005569399,0.00020469583,0.00018680494,0.8847771],"genre_scores_gemma":[0.02206849,0.013108574,0.0008164432,0.006274803,0.0045191767,0.00006584396,0.00019107497,0.0003321316,0.95262337],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99782866,0.00033838453,0.000055302324,0.00020480476,0.001152184,0.00042069805],"domain_scores_gemma":[0.9988919,0.00017545646,0.00006465883,0.00011375381,0.00029941252,0.0004548807],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0031395527,0.00071287935,0.0004967857,0.0011032947,0.0069752974,0.011386722,0.0009649075,0.002360907,0.030096078],"category_scores_gemma":[0.003304132,0.00038597858,0.0005132405,0.0015374508,0.0046893302,0.007621159,0.007668178,0.0069441698,0.00754902],"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":[0.000019808202,0.000027344782,0.00018585233,0.00009477302,0.0000046640725,0.00021116983,0.0084576635,0.00004789265,0.00030493285,0.13969694,0.8123417,0.038607277],"study_design_scores_gemma":[5.268404e-7,0.000002426382,0.000107592874,0.000046032637,4.7553465e-7,0.000029247876,0.00063564396,0.000003829822,0.000027648743,0.0010625144,0.9980806,0.0000034858128],"about_ca_topic_score_codex":0.015237957,"about_ca_topic_score_gemma":0.039199576,"teacher_disagreement_score":0.030096078,"about_ca_system_score_codex":0.006811498,"about_ca_system_score_gemma":0.0067314235,"threshold_uncertainty_score":0.100681424},"labels":[],"label_agreement":null},{"id":"W2532224851","doi":"","title":"Models of the world’s large marine ecosystems: GEF/LME global project Promoting Ecosystem-based Approaches to Fisheries Conservation and Large Marine Ecosystems","year":2008,"lang":"en","type":"book","venue":"UNESCO eBooks","topic":"Marine and fisheries research","field":"Environmental Science","cited_by":7,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Marine ecosystem; Ecosystem; Fishery; Marine conservation; Environmental science; Environmental resource management; Ecosystem-based management; Geography; Ecology; Biology","score_opus":0.05404336841978534,"score_gpt":0.22892400814284336,"score_spread":0.174880639723058,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2532224851","genre_codex":"methods","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":[0.0121140005,0.017834477,0.6369237,0.009493669,0.0014745541,0.00006825969,0.004447864,0.001322645,0.31632093],"genre_scores_gemma":[0.35651958,0.023009675,0.2631782,0.0014911521,0.00080543756,0.0005466828,0.0060290555,0.0019424323,0.34647778],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99995136,0.000013613446,0.0000020097189,0.000011428827,0.000017910432,0.000003709226],"domain_scores_gemma":[0.9998252,0.000097726035,0.000010026948,0.000019696905,0.000032388936,0.000014978228],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00023796743,0.00095761725,0.0004595196,0.00040153135,0.0003528844,0.0010359584,0.0013993371,0.0009814323,0.011235795],"category_scores_gemma":[0.00066055666,0.0004922544,0.00073284406,0.00055672973,0.0005286595,0.0018963703,0.00047578514,0.0011560367,0.0017416708],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000016185435,0.00002150997,0.00021566446,0.00014469959,0.00004772073,0.00008414132,0.00009380164,0.4316471,0.0006412398,0.41724944,0.10448454,0.045353934],"study_design_scores_gemma":[0.00001524827,0.000010069614,0.0002600058,0.00006996434,0.00002716655,0.00009330744,0.000026007934,0.34218624,0.0003441155,0.52300227,0.13394237,0.000023161867],"about_ca_topic_score_codex":0.012836758,"about_ca_topic_score_gemma":0.016450698,"teacher_disagreement_score":0.012836758,"about_ca_system_score_codex":0.0011243022,"about_ca_system_score_gemma":0.0008278492,"threshold_uncertainty_score":0.037587523},"labels":[],"label_agreement":null},{"id":"W4323056873","doi":"10.54678/jkfi1098","title":"We need to talk. Measuring intercultural dialogue for peace and inclusion","year":2022,"lang":"en","type":"book","venue":"UNESCO eBooks","topic":"Global Peace and Security Dynamics","field":"Social Sciences","cited_by":3,"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":"Government of Canada; World Bank Group","keywords":"Inclusion (mineral); Leverage (statistics); Political science; Intercultural relations; Public relations; Intervention (counseling); Intercultural communication; Sociology; Pedagogy; Psychology; Social science","score_opus":0.028416851539704795,"score_gpt":0.27457303532124305,"score_spread":0.24615618378153825,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4323056873","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":[0.039446585,0.04026698,0.039541177,0.36603284,0.008575008,0.0008446064,0.0027507877,0.00085023197,0.50169176],"genre_scores_gemma":[0.63876116,0.03963454,0.11640832,0.07414761,0.0029943653,0.0043940316,0.0035398402,0.0013269712,0.11879315],"study_design_codex":"not_applicable","study_design_gemma":"observational","domain_scores_codex":[0.9787573,0.01474824,0.0007408384,0.00085430493,0.0042990777,0.00060022104],"domain_scores_gemma":[0.97298795,0.017070979,0.0019062944,0.002165562,0.0044337977,0.0014353883],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.017420327,0.0007781776,0.0006021371,0.0030775664,0.0034892554,0.015105751,0.0012788799,0.0029517289,0.01950109],"category_scores_gemma":[0.059596293,0.00040890058,0.0006691151,0.00493587,0.00626288,0.03120305,0.00643644,0.004639234,0.005653683],"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":[0.000040969015,0.00013189888,0.0148268035,0.0013760147,0.00006777911,0.00013200345,0.052385878,0.0005147905,0.0007435576,0.24724221,0.36625624,0.31628186],"study_design_scores_gemma":[0.000013163627,0.000114899274,0.020046253,0.0043434524,0.000050896997,0.00034057492,0.12193231,0.00063132436,0.0012305639,0.1873127,0.66384745,0.00013651303],"about_ca_topic_score_codex":0.0049422444,"about_ca_topic_score_gemma":0.0055747866,"teacher_disagreement_score":0.01950109,"about_ca_system_score_codex":0.004176707,"about_ca_system_score_gemma":0.004477865,"threshold_uncertainty_score":0.092128575},"labels":[],"label_agreement":null},{"id":"W4386708688","doi":"10.54678/ocbm4164","title":"Unveiling the neurotechnology landscape. Scientific advancements innovations and major trends","year":2023,"lang":"en","type":"book","venue":"UNESCO eBooks","topic":"Neuroethics, Human Enhancement, Biomedical Innovations","field":"Neuroscience","cited_by":20,"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":"Beijing University of Posts and Telecommunications; Aalborg Universitet; Canadian Institutes of Health Research; Australian Academy of Science; Government of Canada","keywords":"Geography","score_opus":0.0706629173997806,"score_gpt":0.3129890362280316,"score_spread":0.242326118828251,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386708688","genre_codex":"commentary","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":[0.009212039,0.21778914,0.002591414,0.71134305,0.0069766017,0.000039566075,0.00079282926,0.00015784301,0.051097613],"genre_scores_gemma":[0.24272949,0.5253515,0.010695441,0.16906734,0.019292017,0.00020912517,0.0015436262,0.00034957138,0.030761903],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99166006,0.002176552,0.00073063496,0.0010222953,0.0032295745,0.0011808546],"domain_scores_gemma":[0.96064276,0.020872315,0.0044854353,0.0013246813,0.008023381,0.0046514818],"candidate_categories":["bibliometrics"],"consensus_categories":[],"category_scores_codex":[0.017681066,0.0006608797,0.00053099165,0.0103123095,0.004993838,0.023517614,0.0010898171,0.0073681935,0.009845797],"category_scores_gemma":[0.028798912,0.00050473196,0.00095637183,0.011765611,0.009713057,0.035063848,0.0070452113,0.009250079,0.003899761],"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":[0.0000866932,0.00007047328,0.005015028,0.0019388841,0.000027012062,0.0003803244,0.00594518,0.0002372049,0.001020374,0.5684472,0.14730223,0.2695294],"study_design_scores_gemma":[0.000011263445,0.00008166016,0.007524243,0.0030919316,0.000025735853,0.00059602264,0.007626474,0.00032638654,0.00048703025,0.13336115,0.84681785,0.00005028447],"about_ca_topic_score_codex":0.004669276,"about_ca_topic_score_gemma":0.0075869826,"teacher_disagreement_score":0.9896877,"about_ca_system_score_codex":0.008021391,"about_ca_system_score_gemma":0.017691055,"threshold_uncertainty_score":0.09350753},"labels":[],"label_agreement":null},{"id":"W7113234973","doi":"","title":"Canada and part of USA","year":2001,"lang":"da","type":"book-chapter","venue":"UNESCO eBooks","topic":"Canadian Policy and Governance","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"","score_opus":0.022709861738390874,"score_gpt":0.23095729974394638,"score_spread":0.2082474380055555,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7113234973","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":[0.0035853782,0.010677068,0.00045263921,0.012192198,0.0016365063,0.000040562478,0.0025812397,0.0001822347,0.9686521],"genre_scores_gemma":[0.028973207,0.00499103,0.00057449826,0.003921678,0.00008936603,0.000033435423,0.0006872091,0.00010104532,0.9606285],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9988147,0.00004931248,0.000022399197,0.00019297801,0.0004426267,0.00047808222],"domain_scores_gemma":[0.9992348,0.000038239225,0.000024618399,0.000048649043,0.00044462402,0.00020897639],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004118858,0.00068502536,0.00060215755,0.0025526795,0.010744549,0.009150039,0.0011666829,0.002235446,0.08686365],"category_scores_gemma":[0.0014379217,0.00037563403,0.0004837153,0.0070862924,0.0021149314,0.0025384077,0.002316088,0.002748648,0.009126194],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002817034,0.000016462467,0.0013465971,0.00011403768,0.000016036258,0.00020034956,0.0015292073,0.00015980193,0.00023369174,0.27527833,0.63716435,0.08391282],"study_design_scores_gemma":[0.0000012055391,0.0000016199205,0.0008800693,0.000040366835,0.0000034631312,0.000024819221,0.00044338842,0.000025464311,0.00003958977,0.0019476223,0.9965862,0.0000061033033],"about_ca_topic_score_codex":0.9818319,"about_ca_topic_score_gemma":0.9944754,"teacher_disagreement_score":0.08686365,"about_ca_system_score_codex":0.046625286,"about_ca_system_score_gemma":0.105162986,"threshold_uncertainty_score":0.3382917},"labels":[],"label_agreement":null},{"id":"W7123363177","doi":"10.54675/secf7864","title":"Lifelong learning entitlements From design to impact: Cases of Australia, Canada, France, Ireland, Republic of Korea and Singapore","year":2025,"lang":"","type":"book","venue":"UNESCO eBooks","topic":"Global Educational Policies and Reforms","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Lifelong learning; Government (linguistics); Entitlement (fair division); Work (physics)","score_opus":0.02942142103209286,"score_gpt":0.31520722274191176,"score_spread":0.28578580170981893,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7123363177","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":[0.29223624,0.0011179008,0.0010970411,0.016124787,0.00004871787,0.00011292373,0.000083003586,0.000024894924,0.68915445],"genre_scores_gemma":[0.91641456,0.00047641556,0.00040227667,0.001169923,0.00000954953,0.00006361987,0.00003362316,0.000015206773,0.0814148],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","domain_scores_codex":[0.9955628,0.0011694531,0.00007432919,0.00016135199,0.0009868814,0.0020453506],"domain_scores_gemma":[0.99628735,0.0012975119,0.00023119304,0.00015156747,0.00060798664,0.0014243342],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0034922825,0.0003199171,0.00032520818,0.0011442804,0.013128107,0.00832343,0.0017869286,0.0029672072,0.008712105],"category_scores_gemma":[0.006815868,0.00028278472,0.0004941808,0.0023961186,0.010316305,0.0038682404,0.007972159,0.0035455076,0.0004705211],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010333981,0.00032082942,0.0144878775,0.00010575412,0.000020055088,0.0024909715,0.11388631,0.00081829395,0.00029012008,0.7905949,0.029730475,0.047151178],"study_design_scores_gemma":[0.000112315116,0.0001849124,0.066635095,0.0008730496,0.00009970211,0.0016077393,0.42107975,0.0021182082,0.0010257727,0.10632226,0.39983967,0.00010153407],"about_ca_topic_score_codex":0.59484917,"about_ca_topic_score_gemma":0.80794936,"teacher_disagreement_score":0.9742194,"about_ca_system_score_codex":0.025780631,"about_ca_system_score_gemma":0.032252867,"threshold_uncertainty_score":0.81507367},"labels":[],"label_agreement":null},{"id":"W96572848","doi":"","title":"Risk management at heritage sites: A case study of the Petra world heritage site","year":2012,"lang":"en","type":"book","venue":"UNESCO eBooks","topic":"Archaeological Research and Protection","field":"Earth and Planetary Sciences","cited_by":65,"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":"Visitor pattern; Industrial heritage; Environmental planning; Cultural heritage management; Plan (archaeology); World heritage; Cultural heritage; Environmental resource management; Geography; Historic site; Natural (archaeology); Engineering; Risk management; Natural heritage; Archaeology; Business; Tourism; Computer science","score_opus":0.032013381247934986,"score_gpt":0.24212593762903528,"score_spread":0.2101125563811003,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W96572848","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9670163,0.000610786,0.00862096,0.0021236085,0.000054963723,0.0004072909,0.00014104554,0.000054581255,0.020970449],"genre_scores_gemma":[0.9781608,0.0013060725,0.010122249,0.00017826637,0.00003675778,0.00012568074,0.0000819931,0.000039906132,0.009948184],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9964749,0.0021525333,0.00009362692,0.00017186141,0.00065673067,0.00045028783],"domain_scores_gemma":[0.99489516,0.0029532055,0.00056138524,0.0003241203,0.00043744413,0.00082880404],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0033342217,0.0006966495,0.00045168723,0.002051913,0.008358208,0.004265386,0.0026714911,0.0041734776,0.0037416092],"category_scores_gemma":[0.0067728264,0.0004311707,0.0006548071,0.002695043,0.0035393455,0.0025367674,0.003379674,0.0022367684,0.0006043709],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000609292,0.0038470796,0.09109087,0.001593939,0.00021290271,0.29251274,0.37960628,0.027912527,0.0055982973,0.038606655,0.011759473,0.14664997],"study_design_scores_gemma":[0.00006305673,0.0013407627,0.037833475,0.0007308827,0.00010208408,0.02938561,0.8174995,0.012251655,0.0035818396,0.007672851,0.08937826,0.00015996124],"about_ca_topic_score_codex":0.016024169,"about_ca_topic_score_gemma":0.043860774,"teacher_disagreement_score":0.016024169,"about_ca_system_score_codex":0.0032801693,"about_ca_system_score_gemma":0.0027137399,"threshold_uncertainty_score":0.031861782},"labels":[],"label_agreement":null}]}