{"meta":{"query_hash":"3318e2914ed6","filters":{"venue":"Palgrave studies in environmental transformation, transition and accountability"},"cohort_total":2,"direct_labels_cover":0,"predictions_cover":2,"exported":2,"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/3318e2914ed6","api":"https://metacan.xera.ac/api/v1/cohort?venue=Palgrave+studies+in+environmental+transformation%2C+transition+and+accountability"},"results":[{"id":"W4285301616","doi":"10.1007/978-3-031-06182-0","title":"Just Transitions and the Future of Law and Regulation","year":2022,"lang":"en","type":"book","venue":"Palgrave studies in environmental transformation, transition and accountability","topic":"International Law and Aviation","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Fulbright Association; Fulbright Canada","keywords":"Law; Political science; Law and economics; Sociology","score_opus":0.018749459108778944,"score_gpt":0.28474580521797765,"score_spread":0.2659963461091987,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4285301616","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.22065827,0.032997012,0.0014162874,0.030211944,0.0016561799,0.008743314,0.0049080625,0.00013754475,0.6992714],"genre_scores_gemma":[0.9792084,0.019274618,0.000030657113,0.00036257948,0.00012300638,0.00008522185,0.00035254724,0.000010089989,0.0005528594],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99841285,0.00026860402,0.00048805517,0.00024577446,0.0004471949,0.00013751865],"domain_scores_gemma":[0.9995068,0.00019995855,0.0001326707,0.00009483111,0.000030832896,0.000034950186],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0010940175,0.00018936512,0.0003241322,0.0000727869,0.000906598,0.000029974995,0.00006997445,0.00013868592,0.00019727284],"category_scores_gemma":[0.000005224208,0.00016145762,0.000080142614,0.000053305455,0.0027671834,0.0002464055,0.000015832435,0.00025371517,5.9732065e-7],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015573399,0.000035207715,0.000062362706,0.00025489597,0.00006842472,3.7944724e-7,0.16004823,0.000024880397,0.000011526911,0.8372567,0.000019512881,0.0020621016],"study_design_scores_gemma":[0.0072098956,0.00017362225,0.01836755,0.00033985052,0.0006255364,0.000025278285,0.2674557,0.0004019526,0.000037483707,0.5445927,0.15984,0.0009304509],"about_ca_topic_score_codex":0.00039073097,"about_ca_topic_score_gemma":0.0041217506,"teacher_disagreement_score":0.75855017,"about_ca_system_score_codex":0.00023314796,"about_ca_system_score_gemma":0.00003638089,"threshold_uncertainty_score":0.9999467},"labels":[],"label_agreement":null},{"id":"W4322581334","doi":"10.1007/978-3-031-18268-6_3","title":"The Net-Negative Ethic: Rationalisation and National Carbon Footprint Programs","year":2023,"lang":"en","type":"book-chapter","venue":"Palgrave studies in environmental transformation, transition and accountability","topic":"Climate Change Policy and Economics","field":"Economics, Econometrics and Finance","cited_by":0,"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 New Brunswick","funders":"","keywords":"Rationalisation; Carbon footprint; Footprint; Net (polyhedron); Environmental science; Natural resource economics; Environmental economics; Economics; Geography; Ecology; Mathematics; Greenhouse gas; Archaeology; Biology","score_opus":0.14244647291867465,"score_gpt":0.2890216542698566,"score_spread":0.14657518135118194,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4322581334","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4358441,0.017418696,0.0005293384,0.025962215,0.0023622687,0.008917887,0.0088875815,0.00032937495,0.49974856],"genre_scores_gemma":[0.9632757,0.035096403,0.000038384736,0.0001970934,0.00009090746,0.0002043701,0.00041990788,0.000032631586,0.00064460817],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9982831,0.000021679509,0.0009169607,0.00043904915,0.000113646114,0.00022559665],"domain_scores_gemma":[0.99924487,0.00028646018,0.0002560045,0.00013845834,0.00002572781,0.000048453654],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0012200356,0.00030015703,0.00040884648,0.0001397096,0.00039327465,0.00008018818,0.00008031141,0.00022640734,0.000030391486],"category_scores_gemma":[0.000035130764,0.00029711568,0.00009431673,0.000042120297,0.00083331915,0.00010254853,0.00003375266,0.00032433754,0.000020182008],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000120792865,0.000051931238,0.002407812,0.00044109471,0.00031295876,8.833455e-7,0.05630526,0.00011158278,0.000006207571,0.9329576,0.000009070326,0.007274794],"study_design_scores_gemma":[0.0008624845,0.00006467339,0.013440451,0.00009601696,0.000024683335,0.0000059349395,0.0066221636,0.0014776768,0.000010522497,0.97356683,0.0033817403,0.00044679415],"about_ca_topic_score_codex":0.00015510671,"about_ca_topic_score_gemma":0.0016245387,"teacher_disagreement_score":0.5274316,"about_ca_system_score_codex":0.0004378886,"about_ca_system_score_gemma":0.0000119433325,"threshold_uncertainty_score":0.9999481},"labels":[],"label_agreement":null}]}