{"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":"2a64f63e308b","filters":{"venue":"Frontiers in Environmental Economics"}},"results":[{"id":"W4415904122","doi":"10.3389/frevc.2025.1689025","title":"Nexus between food insecurity, poverty, and climate change: a cross-regional multifactorial analysis","year":2025,"lang":"en","type":"article","venue":"Frontiers in Environmental Economics","topic":"Climate change impacts on agriculture","field":"Agricultural and Biological Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Centre de Géomatique du Québec","funders":"","keywords":"Food security; Poverty; Livelihood; Nexus (standard); Climate change; Food systems; Agriculture; Agricultural productivity; Human Development Index","authors":[{"name":"Kossivi Fabrice Dossa","is_ca":true},{"name":"Yann Emmanuel Miassi","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02300063784307402,"gpt":0.2289258386593083,"spread":0.2059252008162343,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004709525,0.000656994,0.0008982521,0.004666281,0.001189445,0.0025036,0.0008659942,0.0007106588,0.003431736],"category_scores_gemma":[0.007434912,0.0005057628,0.004068659,0.004913235,0.0008052756,0.001705028,0.003484542,0.001051124,0.0003087776],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001681297,"about_ca_system_score_gemma":0.002363825,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04164722,"about_ca_topic_score_gemma":0.02893569,"domain_scores_codex":[0.9969176,0.001707875,0.0001950422,0.0004115445,0.000334134,0.0004337846],"domain_scores_gemma":[0.9940698,0.003285819,0.0009143492,0.0003873581,0.0009126904,0.0004299942],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007567087,0.00008198843,0.9767413,0.0002244501,0.002125731,0.0005001606,0.00261442,0.002099131,0.0004969892,0.001609867,0.0004959603,0.01293434],"study_design_scores_gemma":[0.000006815347,0.000217281,0.971839,0.0002164454,0.001559558,0.0002824508,0.008860077,0.01364709,0.0002084396,0.001110793,0.002003333,0.00004873095],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9879544,0.002677135,0.00552529,0.0008319341,0.00004161099,0.0001098001,0.0008884214,0.00004670327,0.001924738],"genre_scores_gemma":[0.9956127,0.0007465535,0.002745567,0.00004624966,0.00001788456,0.00009060954,0.00040833,0.00001038782,0.0003215919],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04164722,"threshold_uncertainty_score":0.08280963,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4315797337","doi":"10.3389/frevc.2022.1106186","title":"Minimum participation requirements and the role of co-benefits in international climate policy","year":2023,"lang":"en","type":"article","venue":"Frontiers in Environmental Economics","topic":"Climate Change Policy and Economics","field":"Economics, Econometrics and Finance","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":"Technische Universität Bergakademie Freiberg","keywords":"Sustainability; Montreal Protocol; Business; Sustainable development; Club; Environmental economics; Climate change; Climate change mitigation; Environmental resource management; Ozone layer; Environmental planning; Economics; Political science; Environmental science; Geography","authors":[{"name":"Anja Brumme","is_ca":false},{"name":"Dirk Rübbelke","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03486960858122872,"gpt":0.2459428859411553,"spread":0.2110732773599266,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01467273,0.0008953951,0.001467781,0.001005536,0.002727447,0.005162799,0.001745323,0.004293923,0.01494534],"category_scores_gemma":[0.03421232,0.0004379087,0.001009973,0.000855319,0.00530626,0.007786675,0.006133416,0.004950421,0.0008264281],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002839936,"about_ca_system_score_gemma":0.003461719,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003919728,"about_ca_topic_score_gemma":0.003040299,"domain_scores_codex":[0.9860587,0.008415669,0.000511307,0.001222248,0.001414267,0.002377869],"domain_scores_gemma":[0.9772108,0.01341259,0.003342299,0.001690283,0.001367154,0.002976887],"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":[0.0001704856,0.0001120156,0.001453013,0.00009065685,0.00003847119,0.0001174639,0.0003610205,0.01508453,0.0004037262,0.9720045,0.001404537,0.008759431],"study_design_scores_gemma":[0.0001337301,0.0001504243,0.002730602,0.00009660963,0.00002849334,0.00007979562,0.0004454715,0.02227564,0.0004262422,0.9635882,0.01000532,0.00003930284],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3014485,0.002148003,0.2912533,0.02189739,0.0004892985,0.000562284,0.0004345748,0.0002205275,0.3815461],"genre_scores_gemma":[0.9874212,0.0002687584,0.006111547,0.0005543107,0.0000898721,0.0002492135,0.00005160831,0.00002214178,0.005231199],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01494534,"threshold_uncertainty_score":0.07759774,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}