{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":5,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":5,"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":"f5049f88451a","filters":{"venue":"Palgrave insights into apocalypse economics"}},"results":[{"id":"W4232175649","doi":"10.1007/978-3-030-05183-9","title":"Eco-Socialism For Now and the Future","year":2019,"lang":"en","type":"book","venue":"Palgrave insights into apocalypse economics","topic":"Political Economy and Marxism","field":"Social Sciences","cited_by":26,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"York University","funders":"","keywords":"Socialism; Capitalism; Term (time); Process (computing); Neoclassical economics; Economic system; Global warming; Political science; Environmental ethics; Sociology; Epistemology; Political economy; History; Economics; Climate change; Ecology; Computer science; Philosophy; Law; Biology; Physics","authors":[{"name":"Robert B. Albritton","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01178354008194211,"gpt":0.2518865617559984,"spread":0.2401030216740563,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009562153,0.0004699781,0.0009911362,0.0001306089,0.001020972,0.0003705696,0.0007143738,0.001195282,0.0001604585],"category_scores_gemma":[0.0001633306,0.0003689024,0.0004936407,0.00003831712,0.001986736,0.0001169572,0.0001827136,0.0005813383,0.0003691799],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007275195,"about_ca_system_score_gemma":0.001489368,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003544065,"about_ca_topic_score_gemma":0.01482897,"domain_scores_codex":[0.9976966,0.0001792197,0.0006530667,0.000704135,0.0001170555,0.0006499356],"domain_scores_gemma":[0.9968119,0.001770517,0.0004351595,0.0005277906,0.0001288174,0.0003257656],"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":[0.00006497568,0.00000611899,0.000002993879,0.00005935389,0.0001572792,8.422999e-7,0.005394243,0.00000141079,8.168643e-8,0.9738321,0.01503376,0.005446834],"study_design_scores_gemma":[0.0006792789,0.00001829169,0.000003239189,0.00001731885,0.00007728174,5.006752e-7,0.0003851987,0.00009030569,0.000001738783,0.4852587,0.5131927,0.0002754494],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005830629,0.002957756,0.0002357308,0.01006486,0.004634357,0.002095016,0.00009562671,0.00007641084,0.9792572],"genre_scores_gemma":[0.02769405,0.02594185,0.0007687988,0.01289573,0.02370047,0.0005306939,0.0003296749,0.0002189434,0.9079198],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.498159,"threshold_uncertainty_score":0.9998763,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4285251470","doi":"10.1007/978-3-030-99037-4_12","title":"Conclusion","year":2022,"lang":"en","type":"book-chapter","venue":"Palgrave insights into apocalypse economics","topic":"Political Economy and Marxism","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"York University","funders":"","keywords":"Capitalism; Flourishing; Neoclassical economics; Capital (architecture); Politics; Sociology; Political science; Economic system; Economics; Law; History","authors":[{"name":"Robert Albritton","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02451684562511258,"gpt":0.2606365251601032,"spread":0.2361196795349906,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005089139,0.0004878142,0.0007501382,0.0002801961,0.001499386,0.0001536032,0.0008072965,0.000749644,0.01726329],"category_scores_gemma":[0.0001155919,0.0005531058,0.0004389313,0.00003401774,0.0009946275,0.000138053,0.0005970273,0.000870334,0.001583187],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001586715,"about_ca_system_score_gemma":0.000873979,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002475233,"about_ca_topic_score_gemma":0.005166747,"domain_scores_codex":[0.9974944,0.0001003964,0.0007666317,0.00080746,0.000217798,0.0006133437],"domain_scores_gemma":[0.9978609,0.0004681552,0.0004069916,0.0006217161,0.0000801211,0.0005621021],"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":[0.0000158403,0.000009810629,0.00000218865,0.00001380687,0.0000876688,0.00002179853,0.003568884,0.000008759459,9.335832e-7,0.9853433,0.0009382874,0.009988741],"study_design_scores_gemma":[0.0001277443,0.00003309576,0.000001045998,0.00001313505,0.00003450867,0.000001096517,0.0001411475,0.00003046807,0.00000738038,0.4767707,0.5224695,0.0003702308],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005854952,0.0008231189,0.00006221458,0.001426797,0.002264881,0.0005062037,0.00004179452,0.0001552677,0.9941342],"genre_scores_gemma":[0.2344585,0.01733703,0.0005129342,0.006784393,0.003943753,0.0001376755,0.0003771686,0.000265645,0.7361829],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5215312,"threshold_uncertainty_score":0.9998005,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4285252243","doi":"10.1007/978-3-030-99037-4_3","title":"Stage Theory","year":2022,"lang":"en","type":"book-chapter","venue":"Palgrave insights into apocalypse economics","topic":"Political Economy and Marxism","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"York University","funders":"","keywords":"Computer science","authors":[{"name":"Robert Albritton","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02670689074118898,"gpt":0.2609419069971042,"spread":0.2342350162559152,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0009497309,0.000531233,0.0007702176,0.0002305852,0.001179173,0.0001877676,0.0009284362,0.0007135216,0.03057037],"category_scores_gemma":[0.0001634702,0.0005935858,0.0004850159,0.00003458542,0.001221001,0.000154606,0.0004126037,0.0009846416,0.001642903],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001359705,"about_ca_system_score_gemma":0.0009156573,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001397018,"about_ca_topic_score_gemma":0.003983592,"domain_scores_codex":[0.9972916,0.0001881282,0.0007762655,0.000851104,0.0002051508,0.0006877545],"domain_scores_gemma":[0.997376,0.0008079027,0.0004285008,0.0007524761,0.00006811327,0.0005669898],"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":[0.00002712126,0.00001184441,0.000002411105,0.00001943777,0.0001535353,0.00002607865,0.004185436,0.00001189963,4.211342e-7,0.9856914,0.0003775072,0.00949285],"study_design_scores_gemma":[0.0001084233,0.00002891245,0.000001220458,0.000009540923,0.00003647506,5.812453e-7,0.0003126149,0.00001249671,0.000005908706,0.4928919,0.5062065,0.0003854648],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005262924,0.0008767982,0.0001581669,0.0006349479,0.001912308,0.0005119509,0.00008913817,0.0001687053,0.9951217],"genre_scores_gemma":[0.08302133,0.007188826,0.0002647427,0.00351915,0.001870639,0.0001013411,0.0001782203,0.0001763326,0.9036794],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5058289,"threshold_uncertainty_score":0.9996516,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3034264209","doi":"10.1007/978-3-030-42124-3_4","title":"Aggravating Circumstances Corporate Power v. Democracy and Land Grabs for Fodder and Fuel While the Amazon Burns","year":2020,"lang":"en","type":"book-chapter","venue":"Palgrave insights into apocalypse economics","topic":"Agriculture, Land Use, Rural Development","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Maple Leaf Foods","funders":"","keywords":"Democracy; Power (physics); Indigenous; Political economy; Political science; Law; Law and economics; Politics; Sociology","authors":[{"name":"Laura Westra","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03072443651302065,"gpt":0.1939310574656669,"spread":0.1632066209526462,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001860827,0.0006246642,0.0006898778,0.00002661465,0.0006573865,0.0003529875,0.0003522785,0.0004288999,0.00007474671],"category_scores_gemma":[0.00004170997,0.000220722,0.0001723545,0.00005895409,0.0002972809,0.00009438776,0.0002407435,0.0003727892,0.00002657148],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007059021,"about_ca_system_score_gemma":0.00002900526,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006783189,"about_ca_topic_score_gemma":0.002511076,"domain_scores_codex":[0.9979339,0.00003182878,0.000656274,0.0008815701,0.0001389639,0.0003574382],"domain_scores_gemma":[0.9982185,0.0004852985,0.0007737938,0.000125476,0.0001401831,0.0002566891],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001894043,0.00002264546,0.003383593,0.0001789392,0.0005373759,0.00002398339,0.002395967,0.00000749458,0.0006092102,0.9562758,0.002326596,0.03404901],"study_design_scores_gemma":[0.0002984806,0.0002380954,0.006475923,0.0001054625,0.00008695616,0.00001810852,0.0002028037,0.0001262465,0.0001311173,0.849118,0.1424563,0.0007425133],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9448366,0.00677596,0.00005556497,0.004256897,0.0008060832,0.002326872,0.0002943557,0.0001606778,0.04048701],"genre_scores_gemma":[0.988355,0.004919182,0.0003697183,0.001460367,0.0007247703,0.00007225925,0.0004974281,0.00001563763,0.003585604],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1401297,"threshold_uncertainty_score":0.900078,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4285164674","doi":"10.1007/978-3-030-99037-4_9","title":"Stage-Theoretic Trends","year":2022,"lang":"en","type":"book-chapter","venue":"Palgrave insights into apocalypse economics","topic":"Critical Theory and Philosophy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"York University","funders":"","keywords":"Stage (stratigraphy); Geology; Mathematics; Paleontology","authors":[{"name":"Robert Albritton","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03474121820427244,"gpt":0.2854192778406516,"spread":0.2506780596363791,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007453385,0.0005809455,0.0007912908,0.000362293,0.001304308,0.0002079902,0.0009355286,0.0006664885,0.05044788],"category_scores_gemma":[0.0001122297,0.0006359306,0.0005999756,0.00009099583,0.001779103,0.0001073517,0.0003077714,0.001063817,0.0009629658],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007686467,"about_ca_system_score_gemma":0.0002544745,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002847515,"about_ca_topic_score_gemma":0.0006287357,"domain_scores_codex":[0.9972435,0.0002330679,0.0007590601,0.0008979022,0.0003230163,0.0005434217],"domain_scores_gemma":[0.9975793,0.0007199356,0.0003203307,0.0008050679,0.00008697622,0.0004884076],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00005742377,0.00001841172,0.000001597373,0.00002679684,0.0001200249,0.00004089175,0.005509435,0.00003032657,8.059462e-7,0.9851103,0.0002082359,0.008875767],"study_design_scores_gemma":[0.0001136827,0.00005758811,2.900422e-7,0.0000138472,0.00005385462,8.456424e-7,0.0001499241,0.00001950882,0.000005910951,0.5017099,0.4974613,0.0004133776],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003461227,0.0008309005,0.00005494694,0.001414925,0.00179084,0.0002679925,0.0001077672,0.0001655475,0.995021],"genre_scores_gemma":[0.4717404,0.005231643,0.0001847201,0.00155261,0.002746404,0.00007094294,0.0003040755,0.0002173966,0.5179518],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.497253,"threshold_uncertainty_score":0.9999959,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}