{"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":"81fff98493f1","filters":{"venue":"Astronomical Society of the Pacific Conference Series eBooks"}},"results":[{"id":"W599334077","doi":"","title":"Massive stars in interacting binaries : proceedings of a workshop held at Hotel Sacacomie, Mauricie, Quebec, Canada, 16-20 August 2004","year":2007,"lang":"en","type":"book","venue":"Astronomical Society of the Pacific Conference Series eBooks","topic":"History and Developments in Astronomy","field":"Physics and Astronomy","cited_by":1,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Stars; Geography; Library science; History; Archaeology; Astronomy; Physics; Computer science","authors":[{"name":"Nicole St‐Louis","is_ca":false},{"name":"A. F. J. Moffat","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01040384896901386,"gpt":0.2026632335484928,"spread":0.192259384579479,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002525964,0.0006503844,0.001032543,0.00007420449,0.0002635427,0.00006477684,0.0008369328,0.0002901292,0.0009811315],"category_scores_gemma":[0.0000111011,0.0006015713,0.0004649709,0.0000828964,0.001135072,0.0001836431,0.0006641635,0.001138013,0.000004265813],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002263071,"about_ca_system_score_gemma":0.004040602,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03833678,"about_ca_topic_score_gemma":0.1194228,"domain_scores_codex":[0.9971077,0.00002913033,0.001135817,0.0006260579,0.000395333,0.000705968],"domain_scores_gemma":[0.9976693,0.0002332272,0.001328267,0.0003793436,0.0002235339,0.0001663146],"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":[0.001502626,0.0003394372,0.08781251,0.0008984781,0.002444792,0.000001763551,0.02390193,0.0006319679,0.00224682,0.01397357,0.8265212,0.03972495],"study_design_scores_gemma":[0.002006475,0.0001195189,0.005846471,0.003018029,0.0002736943,0.000001784618,0.07028519,0.00006303781,0.01343515,0.001899479,0.9009431,0.002108093],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.2437163,0.00009595249,0.001210283,0.0003901173,0.001181602,0.00158675,0.0007996648,0.000042607,0.7509767],"genre_scores_gemma":[0.4156464,7.436386e-7,0.002119251,0.00001418217,0.0001260048,0.0000390139,0.00008099266,0.00004680095,0.5819266],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1719301,"threshold_uncertainty_score":0.9999321,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2980271978","doi":"","title":"Gearing Up for the Next 125 Years: Where Should Astronomy EPO and the ASP be Heading?","year":2014,"lang":"en","type":"book-chapter","venue":"Astronomical Society of the Pacific Conference Series eBooks","topic":"Technology Assessment and Management","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Outreach; Heading (navigation); Dialog box; Craft; Quarter (Canadian coin); Astronomy; Library science; Art history; Political science; Visual arts; History; Engineering; Art; Physics; Computer science; Law; World Wide Web; Archaeology; Aerospace engineering","authors":[{"name":"James G. Manning","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03049042574604497,"gpt":0.2154839332243323,"spread":0.1849935074782873,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003168637,0.0003657462,0.0004806918,0.00001880095,0.0002434131,0.0001300832,0.000722693,0.000301382,0.00006781579],"category_scores_gemma":[0.00000527541,0.0002299008,0.0004167482,0.000009262667,0.001407906,0.00005493573,0.0004661093,0.0006811805,0.000003501524],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007193266,"about_ca_system_score_gemma":0.00004682054,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001915174,"about_ca_topic_score_gemma":0.00004224641,"domain_scores_codex":[0.9988484,0.00001743492,0.0003573248,0.0002955056,0.0001391431,0.0003422141],"domain_scores_gemma":[0.9988385,0.0002315365,0.0001791105,0.0006741107,0.00003339978,0.00004333035],"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":[0.00009758033,0.0000053924,0.0001082522,0.000248983,0.001746778,6.719674e-8,0.002226383,0.0003759926,0.0001886823,0.7826142,0.0192196,0.1931681],"study_design_scores_gemma":[0.001009558,0.00007678704,0.0003071743,0.0001798346,0.0003755881,0.00000132268,0.003699766,0.003541938,0.0002473851,0.008926413,0.981233,0.0004012108],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02321288,0.003556559,0.3973608,0.0370583,0.006803484,0.01377163,0.0004847744,0.00176475,0.5159868],"genre_scores_gemma":[0.8107502,0.000148338,0.004182349,0.00006269413,0.0002353123,0.0001732255,0.00001338224,0.00009895893,0.1843356],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9620134,"threshold_uncertainty_score":0.9375082,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}