{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":6,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":6,"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":"60c25635cb4f","filters":{"venue":"Environment and Security"}},"results":[{"id":"W4408464355","doi":"10.1177/27538796251322680","title":"The U.S. withdrawal from the Paris Agreement—Implications for global climate governance and security","year":2025,"lang":"en","type":"article","venue":"Environment and Security","topic":"Climate Change, Adaptation, Migration","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Wilfrid Laurier University","funders":"","keywords":"Corporate governance; Political science; Climatology; Business; Geology; Finance","authors":[{"name":"Ashok Swain","is_ca":false},{"name":"Carl Bruch","is_ca":false},{"name":"Tobias Ide","is_ca":false},{"name":"Päivi Lujala","is_ca":false},{"name":"Richard A. Matthew","is_ca":false},{"name":"Erika Weinthal","is_ca":false},{"name":"Tom Deligiannis","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02577724630779865,"gpt":0.2808314790116087,"spread":0.25505423270381,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005329642,0.0003496576,0.0004433801,0.0008600091,0.006420527,0.01303012,0.0009964519,0.004607479,0.009065598],"category_scores_gemma":[0.008218123,0.000215934,0.0006188125,0.00157494,0.006820966,0.003582361,0.004366593,0.00513465,0.0007374398],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02193313,"about_ca_system_score_gemma":0.02161489,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1666197,"about_ca_topic_score_gemma":0.2060459,"domain_scores_codex":[0.9956276,0.001487665,0.0001166099,0.0003612868,0.0006720232,0.001734779],"domain_scores_gemma":[0.9973477,0.000798402,0.0003881828,0.0001502663,0.0007166392,0.0005986785],"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":[0.0003046286,0.00008043944,0.009912022,0.0001023561,0.00007223512,0.000666805,0.005016481,0.002469998,0.0003386809,0.8807155,0.07640757,0.02391328],"study_design_scores_gemma":[0.0003364557,0.0002160065,0.08195957,0.0007795196,0.00007867235,0.0001813107,0.03180267,0.002473291,0.0007941995,0.2891688,0.592021,0.0001886088],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2114605,0.006106943,0.001347897,0.4100689,0.001663665,0.00005686513,0.0005315364,0.00006729256,0.3686965],"genre_scores_gemma":[0.9293998,0.001546166,0.0003971884,0.028883,0.0004656385,0.00006310079,0.0001226384,0.00003525813,0.03908729],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1666197,"threshold_uncertainty_score":0.3312997,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4415954486","doi":"10.1177/27538796251383998","title":"Critical mineral (in)securities: Techno-legal fixes and the reproduction of socio-environmental abuses","year":2025,"lang":"en","type":"article","venue":"Environment and Security","topic":"Mining and Resource Management","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"","keywords":"Politics; Corporate governance; Securitization; Reproduction; Democracy; European union; Balance (ability)","authors":[{"name":"Raphael Deberdt","is_ca":false},{"name":"Philippe Le Billon","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.002779325191550967,"gpt":0.1791750761513037,"spread":0.1763957509597527,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003510646,0.0003254935,0.0002922576,0.001035321,0.00584044,0.008931305,0.000902013,0.00220592,0.006175649],"category_scores_gemma":[0.006295794,0.0002158539,0.0002996246,0.0009145609,0.02954757,0.007048888,0.004438092,0.002711569,0.0003413899],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007654805,"about_ca_system_score_gemma":0.003480635,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008182018,"about_ca_topic_score_gemma":0.0126701,"domain_scores_codex":[0.9979437,0.0009547801,0.000073337,0.000226731,0.0003913308,0.0004102583],"domain_scores_gemma":[0.9973175,0.0010314,0.0006699182,0.0005000704,0.0003152496,0.0001658045],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.000005045106,0.000004359053,0.0003500775,0.000009148829,0.000001872922,0.00006878454,0.001311395,0.000168726,0.0001024513,0.9952679,0.0004937846,0.002216368],"study_design_scores_gemma":[0.00001313108,0.00002374409,0.00156939,0.0002486933,0.00001610534,0.0001957764,0.005436973,0.001439768,0.001894329,0.8802456,0.1088915,0.00002500349],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2661341,0.004960022,0.03141155,0.04889271,0.0003258844,0.00007618553,0.00008747952,0.00009054713,0.6480216],"genre_scores_gemma":[0.9866443,0.0007186218,0.001356327,0.0009468595,0.00004569962,0.00002424354,0.000009839337,0.00002482566,0.01022926],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008931305,"threshold_uncertainty_score":0.05553973,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4399505508","doi":"10.1177/27538796241254441","title":"Socio-environmental balance: How environmental conflicts can support the climate-security nexus","year":2024,"lang":"en","type":"article","venue":"Environment and Security","topic":"Mining and Resource Management","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Université du Québec à Montréal","funders":"Social Sciences and Humanities Research Council of Canada; Fonds de Recherche du Québec-Société et Culture","keywords":"Nexus (standard); Politics; Environmental security; Environmental ethics; Political science; Climate change; Perspective (graphical); Political ecology; Balance (ability); Human security; Environmental resource management; Sociology; Ecology; Engineering; Psychology; Law; Environmental science","authors":[{"name":"Nicolas Hubert","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.005009009987492041,"gpt":0.1697946051421829,"spread":0.1647855951546909,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005780553,0.0005379866,0.0004999876,0.003077929,0.007266605,0.01237146,0.00141628,0.003106363,0.006306283],"category_scores_gemma":[0.009946796,0.000292118,0.0003464874,0.002169442,0.0269549,0.01503867,0.00794243,0.002816248,0.0003045459],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006330742,"about_ca_system_score_gemma":0.004107221,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008944001,"about_ca_topic_score_gemma":0.01316144,"domain_scores_codex":[0.9965153,0.002304432,0.00008032432,0.0003125846,0.0002647599,0.0005226153],"domain_scores_gemma":[0.9948193,0.003442636,0.000797846,0.0002528644,0.000429995,0.0002572377],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003940457,0.00002748713,0.00619855,0.000146237,0.00002933347,0.0009718867,0.06450929,0.001671437,0.0005527927,0.9128522,0.0008200619,0.01218119],"study_design_scores_gemma":[0.00001268305,0.00002777592,0.00609667,0.0004889489,0.00002724983,0.0003422062,0.1465653,0.001918697,0.0005209566,0.7922832,0.05167849,0.00003778674],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4704593,0.009567791,0.06503788,0.1128486,0.0005119481,0.0001079999,0.0001986364,0.000062265,0.3412056],"genre_scores_gemma":[0.9966023,0.0005888348,0.001478611,0.0004085299,0.00003089912,0.0000162821,0.00001248691,0.000008501491,0.0008534733],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01237146,"threshold_uncertainty_score":0.04593295,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4402862175","doi":"10.1177/27538796241282211","title":"History, geopolitics and climate security","year":2024,"lang":"en","type":"article","venue":"Environment and Security","topic":"Climate Change, Adaptation, Migration","field":"Social 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":"Wilfrid Laurier University","funders":"","keywords":"Geopolitics; Environmental security; Climate change; Political science; Geography; Geology; Politics; Law; Oceanography","authors":[{"name":"Simon Dalby","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04765642828167458,"gpt":0.2694977445143432,"spread":0.2218413162326686,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001252444,0.0002171126,0.0002093756,0.001685263,0.003863077,0.004285908,0.0004058023,0.001530138,0.006813796],"category_scores_gemma":[0.002031775,0.0001678167,0.0001525139,0.002928205,0.02420218,0.005307022,0.002474782,0.002583348,0.0003796988],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005114418,"about_ca_system_score_gemma":0.001906219,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007425585,"about_ca_topic_score_gemma":0.009363937,"domain_scores_codex":[0.9991818,0.0004397133,0.0000320525,0.0001174206,0.00009828692,0.0001306986],"domain_scores_gemma":[0.9990377,0.0004798873,0.0001682582,0.00009653977,0.00008831068,0.0001292562],"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":[0.000007774691,0.000006942495,0.0009288215,0.00002845424,0.00000369484,0.00003777361,0.001680838,0.0002243493,0.00002701261,0.9892042,0.003045255,0.004804901],"study_design_scores_gemma":[0.000007154906,0.00001934561,0.003874361,0.0003120693,0.000004804328,0.0001397427,0.005167115,0.000213587,0.0000948728,0.6437864,0.3463649,0.0000156805],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.0926298,0.1127364,0.004108477,0.169969,0.001640002,0.00002355828,0.0003781715,0.00004984559,0.6184648],"genre_scores_gemma":[0.9496346,0.03070443,0.0004587153,0.005052716,0.001185913,0.00002263816,0.0001017949,0.00002844041,0.01281084],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.007425585,"threshold_uncertainty_score":0.03710788,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2310967512","doi":"","title":"Resource Security and the Canada-US Pacific Salmon Dispute","year":2000,"lang":"en","type":"article","venue":"Environment and Security","topic":"Arctic and Russian Policy Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Business; Resource (disambiguation); International trade; Fishery; Computer science","authors":[{"name":"Christopher Gore","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.005167188512245198,"gpt":0.2055321940734595,"spread":0.2003650055612143,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002513911,0.0001792851,0.0003654407,0.001781663,0.01674671,0.008363768,0.001352402,0.004179417,0.007853894],"category_scores_gemma":[0.008664736,0.0002390437,0.000369071,0.004670832,0.01075473,0.002260583,0.004226722,0.004225424,0.0001965909],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.08095567,"about_ca_system_score_gemma":0.1337047,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9838738,"about_ca_topic_score_gemma":0.9899417,"domain_scores_codex":[0.9975248,0.0003659579,0.0000507272,0.0001233387,0.0004941155,0.001441054],"domain_scores_gemma":[0.995746,0.001644371,0.0003864646,0.0001070885,0.001162988,0.0009530872],"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":[0.0002603417,0.00008581024,0.05189231,0.0001280449,0.0000760217,0.0006125587,0.02690005,0.003387473,0.0003449355,0.8602198,0.03024776,0.02584491],"study_design_scores_gemma":[0.0001299782,0.00009051313,0.2041442,0.0006093701,0.000206288,0.0002900179,0.2226388,0.003530945,0.0007017855,0.1858576,0.3816148,0.000185666],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6172119,0.006370332,0.0004443374,0.07739981,0.0001507966,0.00002611605,0.0003609601,0.00001118186,0.2980246],"genre_scores_gemma":[0.9829562,0.001895643,0.00009932859,0.002482925,0.0000332224,0.00001186478,0.00005341538,0.000005891467,0.0124615],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08095567,"threshold_uncertainty_score":0.5873773,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4417194917","doi":"10.1177/27538796251395446","title":"Not a voluntary, sustainable, or scalable outcome: Resilience in urban settings of fragility in sub-Saharan Africa","year":2025,"lang":"en","type":"article","venue":"Environment and Security","topic":"Water Governance and Infrastructure","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Institute on Governance","funders":"United States Institute of Peace","keywords":"Fragility; Resilience (materials science); Urbanization; Precarity; Psychological resilience; Corporate governance; Government (linguistics); Psychological intervention; Urban resilience","authors":[{"name":"Katja Starc Card","is_ca":false},{"name":"Blaise Muhire","is_ca":true},{"name":"Joseph Wilson","is_ca":false},{"name":"Cecilia Ballah Akawu","is_ca":false},{"name":"B.A. Bukar","is_ca":false},{"name":"Sandra Rincon","is_ca":false},{"name":"Andrew Meaux","is_ca":false},{"name":"Zara Ahmadu","is_ca":false},{"name":"Melissa Pavlik","is_ca":false},{"name":"Belen Fodde","is_ca":false},{"name":"Haruna Kuje Ayuba","is_ca":false},{"name":"Connor Smith","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.006512688323137762,"gpt":0.2356548029698428,"spread":0.229142114646705,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001997856,0.0002689145,0.0002450637,0.0007365128,0.004051474,0.002664799,0.0005813036,0.0008181421,0.002426922],"category_scores_gemma":[0.004163331,0.0001371836,0.0001794373,0.000848571,0.009849624,0.003027615,0.006121316,0.001032436,0.00007860172],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001832832,"about_ca_system_score_gemma":0.002329749,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006204628,"about_ca_topic_score_gemma":0.01997768,"domain_scores_codex":[0.9986655,0.0007524753,0.00003780534,0.00007754994,0.0000761598,0.0003904276],"domain_scores_gemma":[0.9986089,0.0005149739,0.0004117767,0.0001052553,0.00009321985,0.000265878],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0001492785,0.0001809411,0.1313634,0.0007347242,0.0000835447,0.01123567,0.5543333,0.00214715,0.002122828,0.2056375,0.003257017,0.08875465],"study_design_scores_gemma":[0.000009666679,0.0002208486,0.07391803,0.0005722353,0.00003610347,0.001788605,0.8594089,0.0006362258,0.0006385234,0.03310851,0.02962345,0.00003902372],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9699895,0.001147463,0.002089988,0.007238491,0.00004280167,0.00003947944,0.00002561248,0.00001071088,0.019416],"genre_scores_gemma":[0.9992056,0.0002617575,0.0001975889,0.00008156997,0.00000416145,0.000007853208,0.000003477967,0.000001288883,0.0002366675],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006204628,"threshold_uncertainty_score":0.01329815,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}