{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":4,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":4,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"184902611ad6","filters":{"venue":"Heritage & Society"}},"results":[{"id":"W2768745790","doi":"10.1080/2159032x.2017.1404231","title":"Maritime heritage in crisis: indigenous landscapes and global ecological breakdown","year":2017,"lang":"en","type":"article","venue":"Heritage & Society","topic":"Cultural Heritage Management and Preservation","field":"Arts and Humanities","cited_by":15,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Indigenous; Colonialism; Narrative; History; Resource (disambiguation); Capitalism; Cultural heritage; Environmental ethics; Sociology; Archaeology; Anthropology; Political science; Art; Ecology; Law; Literature; Politics; Philosophy","authors":[{"name":"Madeline Fowler","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04676542004786532,"gpt":0.2499272045502148,"spread":0.2031617845023495,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002663133,0.0002061267,0.0002525871,0.00001148161,0.001081466,0.001122187,0.0003352286,0.0001194693,0.00138044],"category_scores_gemma":[0.000023122,0.0001736755,0.0001375682,0.00002589827,0.0001901758,0.0009983077,0.000292081,0.0001813416,0.00004366709],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006826514,"about_ca_system_score_gemma":0.00001278743,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002293221,"about_ca_topic_score_gemma":0.03030683,"domain_scores_codex":[0.9988412,0.00004399341,0.0002393752,0.0003312295,0.0001750161,0.0003691497],"domain_scores_gemma":[0.9994246,0.00002666137,0.00011265,0.0003140023,0.0000504968,0.00007153522],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001924946,0.001076613,0.3546988,0.0008197133,0.0004273531,0.0003706575,0.3359529,0.000007734269,0.0001413228,0.1413171,0.1433846,0.02161056],"study_design_scores_gemma":[0.001903915,0.0002198415,0.5650476,0.00007414976,0.00006738267,0.000009219158,0.07538559,0.000430323,0.00000535245,0.01060374,0.3454604,0.0007925036],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9307919,0.0007167548,0.000003645897,0.001708697,0.0002439835,0.0003530302,0.00007196423,0.0001226402,0.06598742],"genre_scores_gemma":[0.9950075,0.0002891509,0.0002337789,0.0008180646,0.0003664537,0.00004306658,0.00004051788,0.00001332563,0.003188099],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2605674,"threshold_uncertainty_score":0.9999148,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4382787006","doi":"10.1080/2159032x.2023.2226577","title":"Archaeological Tourism, World Heritage and Social Value: A Comparative Study in China","year":2023,"lang":"en","type":"article","venue":"Heritage & Society","topic":"Cultural Heritage Management and Preservation","field":"Arts and Humanities","cited_by":10,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Agència de Gestió d'Ajuts Universitaris i de Recerca; Universitat de Barcelona; University of Stirling; Griffith University; Université du Québec à Montréal","keywords":"Tourism; Cultural heritage management; Archaeology; World heritage; Industrial heritage; China; Heritage tourism; Nomination; Geography; History; Value (mathematics); Listing (finance); Universal value; Cultural heritage; Tourism geography; Political science; Business; Law","authors":[{"name":"Qian Gao","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1426467767217988,"gpt":0.2995873357194073,"spread":0.1569405589976085,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004415082,0.0002137257,0.0003193738,0.00005615749,0.0005626973,0.0002117985,0.0001698355,0.0000500942,0.0007909932],"category_scores_gemma":[0.000006506067,0.0001801066,0.0001342053,0.0002384621,0.0003154879,0.0003589019,0.0003004546,0.0003002031,0.00005297234],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004593003,"about_ca_system_score_gemma":0.000007528045,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006158739,"about_ca_topic_score_gemma":0.01006259,"domain_scores_codex":[0.9985977,0.00016088,0.0002804525,0.0003501562,0.0002538488,0.0003570077],"domain_scores_gemma":[0.9996607,0.0000761764,0.00006665145,0.0001221534,0.00003373436,0.00004055614],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004716364,0.0002653461,0.01858652,0.00008635064,0.00009315044,0.00006367084,0.8994688,0.00001076688,0.00004004624,0.03772104,0.04305278,0.0005643445],"study_design_scores_gemma":[0.001490929,0.0002341195,0.4138493,0.00002525686,0.00003719037,5.47009e-7,0.4636199,0.001863877,0.000003087076,0.00443522,0.113973,0.0004675937],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9749357,0.0001074293,0.000002357377,0.001552707,0.0001603487,0.0006767198,0.00001842893,0.0002703022,0.022276],"genre_scores_gemma":[0.9797093,0.00002845946,0.00008968172,0.0003172799,0.0004281506,0.0001054183,0.00005963577,0.00001680524,0.01924523],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4358489,"threshold_uncertainty_score":0.8660821,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4244465385","doi":"10.1179/hso.2011.4.1.83","title":"Treasure Bearers","year":2011,"lang":"en","type":"article","venue":"Heritage & Society","topic":"Cultural Heritage Management and Preservation","field":"Arts and Humanities","cited_by":8,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"Simon Fraser University; Canada Research Chairs; University of Georgia","keywords":"Stewardship (theology); Treasure; Cultural heritage; Bureaucracy; Aside; Political science; Public relations; Cultural heritage management; Environmental ethics; Sociology; Law; Geography; Archaeology; Politics","authors":[{"name":"John R. Welch","is_ca":false},{"name":"Dana Lepofsky","is_ca":false},{"name":"Megan Caldwell","is_ca":false},{"name":"Georgia Combes","is_ca":false},{"name":"Craig Rust","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1893359484253137,"gpt":0.2208138462444547,"spread":0.03147789781914095,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001155116,0.0001129041,0.00009618112,0.000008324615,0.0002908293,0.0001053987,0.0001373156,0.0000387354,0.01205751],"category_scores_gemma":[0.000004941339,0.00009283527,0.0001792554,0.00003272691,0.0001117845,0.0004043417,0.00004393187,0.00009601293,0.0002025625],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002109046,"about_ca_system_score_gemma":0.000005189811,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005200469,"about_ca_topic_score_gemma":0.0008755486,"domain_scores_codex":[0.9993819,0.0000202335,0.0001236844,0.000154748,0.0001352935,0.0001841524],"domain_scores_gemma":[0.999689,0.000009632782,0.00004047168,0.0001575731,0.0000621369,0.00004121387],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000215909,0.0001146305,0.003284619,0.00008498372,0.0001307015,0.000007495325,0.605004,2.8244e-7,0.0001399136,0.1291329,0.255812,0.006266869],"study_design_scores_gemma":[0.0002606694,0.00005576453,0.004164481,0.0000142321,0.00003439931,4.439119e-7,0.05364839,0.00005907065,0.00005320051,0.001923304,0.9395554,0.000230646],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1776051,0.0003693617,0.0000223956,0.0002521478,0.0004313988,0.0002090337,0.0000136746,0.0002968823,0.8208],"genre_scores_gemma":[0.9530075,0.0000639279,0.0005798383,0.0007671391,0.000412902,0.00002154021,0.00003207604,0.00001812031,0.04509692],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7757031,"threshold_uncertainty_score":0.9888456,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4389086188","doi":"10.1080/2159032x.2023.2266802","title":"Heritage Law and Symbolic Politics in Canada: Image Supersedes Protection under the Heritage Railway Stations Protection Act","year":2023,"lang":"en","type":"article","venue":"Heritage & Society","topic":"Cultural Heritage Management and Preservation","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Politics; Legislation; Democracy; Law; Government (linguistics); Cultural heritage; Political science; Public administration; Sociology; Law and economics","authors":[{"name":"Hilary Grant","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0735800419429611,"gpt":0.2336871170046295,"spread":0.1601070750616684,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003939964,0.0002724211,0.0002281863,0.0000424436,0.001257087,0.0005333342,0.0001824985,0.00007920433,0.0004418581],"category_scores_gemma":[0.00002354699,0.000217261,0.0001223685,0.0002847376,0.0003060578,0.0008825404,0.000119121,0.0003952045,0.00003076728],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004288366,"about_ca_system_score_gemma":0.0001386638,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6801924,"about_ca_topic_score_gemma":0.941577,"domain_scores_codex":[0.9982472,0.0001557381,0.0003627542,0.0003625459,0.0003554281,0.0005163245],"domain_scores_gemma":[0.999356,0.00007922797,0.00009644992,0.0002736296,0.0001190512,0.00007560501],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00009668278,0.0002679242,0.001943347,0.001792975,0.0005100499,0.00007326361,0.3741398,0.0003655099,0.01358602,0.5543051,0.04940972,0.003509606],"study_design_scores_gemma":[0.001356031,0.0001423983,0.0313441,0.0001431695,0.00008401053,0.000007128072,0.6498721,0.008461636,0.0002623739,0.006838763,0.300536,0.0009523045],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9723421,0.0002120584,0.00005732401,0.006362765,0.0004707699,0.001917937,0.0001266226,0.0003569378,0.0181535],"genre_scores_gemma":[0.9913815,0.0001385417,0.00007045825,0.001194922,0.0003649488,0.0004059457,0.00009521945,0.000047769,0.00630073],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5474663,"threshold_uncertainty_score":0.9668624,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}