{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":2,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":2,"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":"dd58c4feaa81","filters":{"venue":"Cultural heritage science"}},"results":[{"id":"W4403769824","doi":"10.1007/978-3-031-71432-0","title":"Coade Stone","year":2024,"lang":"en","type":"book","venue":"Cultural heritage science","topic":"Marine and environmental studies","field":"Earth and Planetary Sciences","cited_by":5,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Trent University; Nottingham Trent University","keywords":"Geology","authors":[{"name":"Howell G. M. Edwards","is_ca":false},{"name":"Christopher Brooke","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02079754262604715,"gpt":0.2242218554949377,"spread":0.2034243128688906,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001989706,0.0002646131,0.0002312065,0.00006216866,0.0004145664,0.0002523037,0.0005809057,0.00009108573,0.005885697],"category_scores_gemma":[0.00001732171,0.0001737191,0.00009127391,0.0002211269,0.001492912,0.000398345,0.0001351059,0.000329407,0.007261686],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004716365,"about_ca_system_score_gemma":0.0001154336,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000396024,"about_ca_topic_score_gemma":0.0009046294,"domain_scores_codex":[0.998175,0.000008361574,0.0001795553,0.0005841256,0.0006273326,0.0004255906],"domain_scores_gemma":[0.9995227,0.00002276355,0.0000522999,0.0002085574,0.00002096395,0.000172752],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002391032,0.00002499887,0.007897469,0.0004758115,0.00009841104,0.0005704032,0.002429685,0.000195492,0.0004046662,0.001680162,0.7354696,0.2507294],"study_design_scores_gemma":[0.00005666952,0.000097125,0.01881848,0.0001053061,0.00003312739,0.0000438322,0.0003489852,0.0003574125,0.00003477902,0.002188178,0.9774317,0.0004843963],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004748957,0.00558449,6.38259e-7,0.0001712243,0.001081031,0.0001482651,0.0001191398,0.00009261127,0.9880536],"genre_scores_gemma":[0.03995686,0.0006569033,0.0001727355,0.0002188182,0.0003466097,0.000001243767,0.0001226675,0.000005595923,0.9585186],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.250245,"threshold_uncertainty_score":0.9950231,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2979710333","doi":"10.1007/978-3-030-11054-3_5","title":"Technology for Technology’s Sake: The Technical Study of Gothic Miniature Boxwood Carvings in the Thomson Collection at the Art Gallery of Ontario","year":2019,"lang":"en","type":"book-chapter","venue":"Cultural heritage science","topic":"Cultural Heritage Materials Analysis","field":"Arts and Humanities","cited_by":3,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Ontario Genomics; Royal Ontario Museum; Western University","funders":"","keywords":"Art; Art history; Visual arts; Archaeology; Computer graphics (images); Materials science; Computer science; Geography","authors":[{"name":"Lisa Ellis","is_ca":false},{"name":"Alexandra Suda","is_ca":false},{"name":"Ronald R. Martin","is_ca":true},{"name":"Elizabeth A. Moffatt","is_ca":false},{"name":"Jennifer Poulin","is_ca":false},{"name":"Heidi Sobol","is_ca":true},{"name":"Priam Givord","is_ca":true},{"name":"Craig Boyko","is_ca":false},{"name":"Ian Lefebvre","is_ca":false},{"name":"Andrew J. Nelson","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03503871295447212,"gpt":0.2525052621191882,"spread":0.2174665491647161,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001090749,0.0004150888,0.0007415914,0.0003574455,0.001016722,0.000216381,0.00207241,0.0003928698,0.0004931126],"category_scores_gemma":[0.0001405713,0.0001779029,0.0002543583,0.0004812196,0.003869835,0.000234166,0.0005226004,0.0007877173,0.00002177392],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005217797,"about_ca_system_score_gemma":0.0002862648,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001660038,"about_ca_topic_score_gemma":0.3669349,"domain_scores_codex":[0.9974571,0.00004933278,0.000743681,0.0006429133,0.0007085812,0.0003984307],"domain_scores_gemma":[0.9975299,0.0001417897,0.0006732059,0.001011393,0.0006204541,0.00002322195],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005981622,0.0009861619,0.001148954,0.0006468193,0.0006263112,0.00004554979,0.3818503,0.00003999587,0.1016012,0.4756069,0.03458391,0.002265726],"study_design_scores_gemma":[0.001317656,0.002634211,0.001521814,0.0006504612,0.0007649678,0.0001507367,0.1744122,0.00002181118,0.002177508,0.006877503,0.8083816,0.001089476],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8530657,0.001033989,8.167937e-7,0.004926816,0.0009286527,0.004739408,0.0001278936,0.0001109139,0.1350658],"genre_scores_gemma":[0.6537404,0.0000302849,0.00004559069,0.00006778297,0.00008978407,0.000143357,0.00001367893,0.00002066191,0.3458484],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7737978,"threshold_uncertainty_score":0.998841,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}