{"meta":{"query_hash":"7634548f7199","filters":{"venue":"Sustainability Nexus Forum"},"cohort_total":12,"direct_labels_cover":0,"predictions_cover":12,"exported":12,"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/7634548f7199","api":"https://metacan.xera.ac/api/v1/cohort?venue=Sustainability+Nexus+Forum"},"results":[{"id":"W4393037210","doi":"10.1007/s00550-024-00533-1","title":"Advancing the resource nexus concept for research and practice","year":2024,"lang":"en","type":"article","venue":"Sustainability Nexus Forum","topic":"Water-Energy-Food Nexus Studies","field":"Environmental Science","cited_by":48,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"United Nations University Institute for Water, Environment, and Health","funders":"Sächsisches Staatsministerium für Wissenschaft und Kunst; Bundesministerium für Bildung und Forschung","keywords":"Nexus (standard); Interdependence; Construct (python library); Resource (disambiguation); Knowledge management; Management science; Computer science; Sociology; Economics; Social science","score_opus":0.02470520230007478,"score_gpt":0.3503302752657007,"score_spread":0.32562507296562593,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4393037210","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.017433433,0.23970576,0.36412048,0.25982073,0.005802732,0.003308956,0.0008612207,0.0003343054,0.10861239],"genre_scores_gemma":[0.4994285,0.08486159,0.37866688,0.02339183,0.0015355183,0.008889711,0.0006253745,0.00019768096,0.002403021],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.6601844,0.2853803,0.018998744,0.009106886,0.023780346,0.0025492916],"domain_scores_gemma":[0.40689275,0.52765745,0.015529981,0.020147052,0.02603781,0.003735011],"candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.29252067,0.0016646612,0.0035904825,0.023179773,0.003744168,0.020046009,0.0051362817,0.0065467814,0.0068899184],"category_scores_gemma":[0.30227646,0.0013135668,0.0027191823,0.015249818,0.03864679,0.04053332,0.0233195,0.009328053,0.0011336495],"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":[0.000051539973,0.000051211995,0.0015156476,0.020290868,0.00021859234,0.00016904368,0.01171095,0.0008771218,0.00025389218,0.8672976,0.0051961034,0.092367455],"study_design_scores_gemma":[0.000054389828,0.00010570373,0.0013557536,0.06667629,0.0001872651,0.00022499109,0.018378872,0.0014391172,0.00038540753,0.79557174,0.11554937,0.00007107402],"about_ca_topic_score_codex":0.0026917986,"about_ca_topic_score_gemma":0.0024436181,"teacher_disagreement_score":0.29252067,"about_ca_system_score_codex":0.015831923,"about_ca_system_score_gemma":0.045759697,"threshold_uncertainty_score":0.87244797},"labels":[],"label_agreement":null},{"id":"W4396750575","doi":"10.1007/s00550-024-00536-y","title":"Erratum: Advancing the resource nexus concept for research and practice","year":2024,"lang":"en","type":"erratum","venue":"Sustainability Nexus Forum","topic":"Extraction and Separation Processes","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"United Nations University Institute for Water, Environment, and Health","funders":"","keywords":"Nexus (standard); Resource (disambiguation); Engineering ethics; Computer science; Engineering","score_opus":0.02968989398479122,"score_gpt":0.37218538308747784,"score_spread":0.3424954891026866,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4396750575","genre_codex":"editorial","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00012948632,0.0011639158,0.00084078044,0.13775288,0.83055377,0.00006311273,0.00056639785,0.00023030353,0.028699322],"genre_scores_gemma":[0.003968077,0.005290679,0.0050530294,0.21761997,0.22120562,0.00043612358,0.0010952947,0.0007864421,0.5445448],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99192894,0.0012840301,0.0010347576,0.00068981666,0.0045433645,0.0005190197],"domain_scores_gemma":[0.9709037,0.013221892,0.0010348775,0.001224691,0.012505491,0.0011094667],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006861854,0.0019064168,0.001616977,0.0030899297,0.006873188,0.009845226,0.0028527419,0.021236071,0.055749733],"category_scores_gemma":[0.06005227,0.0010755187,0.0014462018,0.00252659,0.0039954404,0.006113552,0.0030957358,0.020270709,0.04129496],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009121786,0.000006179495,0.000013677747,0.000046895344,0.0000012823488,0.00004343083,0.000023810571,0.000021909946,0.000020711184,0.0038789874,0.9930521,0.0028818902],"study_design_scores_gemma":[0.0000131360885,0.000015608597,0.00018163078,0.00029753105,0.000009986188,0.0000686483,0.00014238576,0.00011966529,0.000107219304,0.005441358,0.99357903,0.000023929313],"about_ca_topic_score_codex":0.021636903,"about_ca_topic_score_gemma":0.03343842,"teacher_disagreement_score":0.055749733,"about_ca_system_score_codex":0.006344814,"about_ca_system_score_gemma":0.01084717,"threshold_uncertainty_score":0.18650144},"labels":[],"label_agreement":null},{"id":"W4401700897","doi":"10.1007/s00550-024-00542-0","title":"Sustainability Nexus AID: biological invasions","year":2024,"lang":"en","type":"article","venue":"Sustainability Nexus Forum","topic":"Species Distribution and Climate Change","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"United Nations University Institute for Water, Environment, and Health","funders":"","keywords":"Nexus (standard); Sustainability; Ecology; Geography; Environmental planning; Biology; Engineering","score_opus":0.03553880024751673,"score_gpt":0.28152136467922373,"score_spread":0.245982564431707,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4401700897","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.010080007,0.010325972,0.005998077,0.557851,0.03418005,0.0001836075,0.001979139,0.00093857304,0.37846354],"genre_scores_gemma":[0.29241756,0.010592733,0.01526345,0.18792003,0.018189123,0.0009736577,0.0030922405,0.0006159565,0.47093523],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9953673,0.0014024528,0.00013935103,0.00025927802,0.0016423488,0.0011893329],"domain_scores_gemma":[0.98848164,0.0039167413,0.00081416185,0.0005908544,0.0018365898,0.004360029],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.011993968,0.00090153096,0.0005365566,0.0015476474,0.003586176,0.006161328,0.0018679516,0.01365209,0.051090494],"category_scores_gemma":[0.02282747,0.00034671457,0.00043431722,0.0012261355,0.0017435049,0.0055267876,0.010726785,0.00680235,0.005083118],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007870696,0.00011454513,0.0013304758,0.00020872668,0.000019766132,0.00014672891,0.00040558184,0.00065033237,0.00030320254,0.098593675,0.82099646,0.07715184],"study_design_scores_gemma":[0.00004520943,0.00004203843,0.0018666016,0.00033592328,0.00001500411,0.000096225456,0.00060571113,0.00073561777,0.0002857188,0.04207771,0.9538691,0.00002517551],"about_ca_topic_score_codex":0.004678269,"about_ca_topic_score_gemma":0.010223824,"teacher_disagreement_score":0.051090494,"about_ca_system_score_codex":0.001916803,"about_ca_system_score_gemma":0.010904765,"threshold_uncertainty_score":0.17091471},"labels":[],"label_agreement":null},{"id":"W4403551023","doi":"10.1007/s00550-024-00549-7","title":"Sustainability Nexus AID: landslides and land subsidence","year":2024,"lang":"en","type":"article","venue":"Sustainability Nexus Forum","topic":"Landslides and related hazards","field":"Environmental Science","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"United Nations University Institute for Water, Environment, and Health","funders":"Global Affairs Canada; Bundesministerium für Bildung und Forschung","keywords":"Nexus (standard); Landslide; Sustainability; Environmental resource management; Geography; Geology; Environmental planning; Geomorphology; Environmental science; Engineering; Ecology","score_opus":0.0039600727030232865,"score_gpt":0.23680623962660616,"score_spread":0.23284616692358287,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403551023","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.07947122,0.01247386,0.026675446,0.2006735,0.0063265185,0.00045371096,0.0037805138,0.001144767,0.66900045],"genre_scores_gemma":[0.8389611,0.010101702,0.023974754,0.009914191,0.001598798,0.0005198976,0.003971425,0.00022705259,0.110731006],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9981324,0.0008435032,0.000056378496,0.00010602682,0.00050674396,0.00035493152],"domain_scores_gemma":[0.99667704,0.0012210807,0.00028361558,0.00016972357,0.00064165564,0.0010068297],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0043541016,0.00044005323,0.00021930003,0.0011733862,0.0015694136,0.0042336555,0.00086385926,0.0018817774,0.022315728],"category_scores_gemma":[0.0054157544,0.00011462899,0.0001894311,0.0014001149,0.0013617644,0.0024533677,0.006383159,0.0019775557,0.0015463423],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016321307,0.00023909935,0.013831129,0.0011964256,0.00004034288,0.00055294787,0.0040077176,0.005600715,0.0013465678,0.28631157,0.34327295,0.34343734],"study_design_scores_gemma":[0.000024444435,0.000078359124,0.00631129,0.0008751897,0.000013533478,0.00014022038,0.0053436407,0.0026877073,0.0014196172,0.058340468,0.9247397,0.000025784511],"about_ca_topic_score_codex":0.0047498182,"about_ca_topic_score_gemma":0.008306295,"teacher_disagreement_score":0.022315728,"about_ca_system_score_codex":0.0016749622,"about_ca_system_score_gemma":0.006588951,"threshold_uncertainty_score":0.074653566},"labels":[],"label_agreement":null},{"id":"W4403650672","doi":"10.1007/s00550-024-00551-z","title":"Sustainability nexus AID: infrastructure resilience","year":2024,"lang":"en","type":"article","venue":"Sustainability Nexus Forum","topic":"Infrastructure Resilience and Vulnerability Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"United Nations University Institute for Water, Environment, and Health","funders":"","keywords":"Nexus (standard); Resilience (materials science); Sustainability; Business; Environmental planning; Environmental resource management; Computer science; Environmental science; Materials science; Biology; Ecology","score_opus":0.002422481792048466,"score_gpt":0.23403949543227498,"score_spread":0.23161701364022652,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403650672","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.023832574,0.005273718,0.03368703,0.06433616,0.0028736054,0.00069284835,0.013953986,0.0028928667,0.85245717],"genre_scores_gemma":[0.6663125,0.008815646,0.1022554,0.0068523795,0.0012428693,0.0023391137,0.023341212,0.0008781729,0.18796271],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9958902,0.0017911562,0.00018265568,0.0003107164,0.0012534355,0.000571834],"domain_scores_gemma":[0.99388015,0.0018055703,0.00048610932,0.00051866716,0.0018369709,0.0014725011],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00687161,0.0007765316,0.00036307692,0.004694605,0.002133589,0.008032333,0.0015330388,0.0017808065,0.040456485],"category_scores_gemma":[0.009541258,0.00025972544,0.0004285345,0.004706817,0.0021451958,0.00455524,0.0131393075,0.0024861274,0.004686943],"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":[0.00010688872,0.000099439974,0.008740481,0.0012535135,0.000053411983,0.0003283612,0.0018814068,0.005162985,0.00060764677,0.45582294,0.344085,0.18185793],"study_design_scores_gemma":[0.000014095531,0.00003368028,0.002477436,0.0006664216,0.000014727609,0.00012612189,0.0021244457,0.0019967828,0.00078429584,0.056936666,0.9348009,0.000024412075],"about_ca_topic_score_codex":0.0060412423,"about_ca_topic_score_gemma":0.005252278,"teacher_disagreement_score":0.040456485,"about_ca_system_score_codex":0.0038789357,"about_ca_system_score_gemma":0.011078756,"threshold_uncertainty_score":0.1353404},"labels":[],"label_agreement":null},{"id":"W4404312709","doi":"10.1007/s00550-024-00546-w","title":"Sustainability nexus analytics, informatics, and data (AID): Drought","year":2024,"lang":"en","type":"article","venue":"Sustainability Nexus Forum","topic":"Hydrology and Drought Analysis","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"United Nations University Institute for Water, Environment, and Health","funders":"Division of Chemical, Bioengineering, Environmental, and Transport Systems; National Oceanic and Atmospheric Administration; Global Affairs Canada; Nuclear Safety and Security Commission; National Aeronautics and Space Administration; U.S. Department of Energy; National Science Foundation","keywords":"Nexus (standard); Analytics; Sustainability; Informatics; Data science; Data analysis; Computer science; Political science; Data mining","score_opus":0.009367448163740579,"score_gpt":0.27696652753306944,"score_spread":0.26759907936932886,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404312709","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.022149961,0.01641653,0.22979547,0.24373908,0.019019514,0.0010587844,0.0912732,0.091559984,0.28498745],"genre_scores_gemma":[0.25674683,0.021947395,0.2513584,0.024840202,0.022106193,0.0028620223,0.1675216,0.017460166,0.23515724],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9965113,0.0011778238,0.00020459777,0.00031290608,0.0013420812,0.00045130574],"domain_scores_gemma":[0.9822666,0.0068583386,0.00086676027,0.0019910967,0.0036812166,0.004335993],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.017063973,0.0008348604,0.0005563253,0.0038362374,0.00176326,0.0066835852,0.0011107092,0.0024830147,0.038309656],"category_scores_gemma":[0.022849556,0.00046944994,0.0003301798,0.004604803,0.0010140283,0.00930985,0.0074207755,0.0032727742,0.011673448],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008034628,0.00009054241,0.0014033103,0.00019485467,0.000008726344,0.000058803118,0.0003311332,0.00086105353,0.0010757849,0.03600691,0.829852,0.13003658],"study_design_scores_gemma":[0.000026789823,0.0000335263,0.0016371497,0.00022586709,0.00000625603,0.000063938816,0.0002821651,0.0036404394,0.0012312847,0.029529352,0.96329635,0.000026865426],"about_ca_topic_score_codex":0.003471786,"about_ca_topic_score_gemma":0.0040442226,"teacher_disagreement_score":0.038309656,"about_ca_system_score_codex":0.0013728203,"about_ca_system_score_gemma":0.0041796905,"threshold_uncertainty_score":0.12815857},"labels":[],"label_agreement":null},{"id":"W4404838876","doi":"10.1007/s00550-024-00557-7","title":"Sustainability Nexus AID: groundwater","year":2024,"lang":"en","type":"article","venue":"Sustainability Nexus Forum","topic":"Groundwater flow and contamination studies","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"United Nations University Institute for Water, Environment, and Health","funders":"","keywords":"Nexus (standard); Sustainability; Groundwater; Water resource management; Business; Environmental science; Environmental planning; Geology; Computer science; Geotechnical engineering; Ecology; Biology","score_opus":0.006209605242604115,"score_gpt":0.24541542772707012,"score_spread":0.239205822484466,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404838876","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0071368776,0.007775144,0.0057862904,0.30758846,0.021424651,0.0003611189,0.01030851,0.001619715,0.6379992],"genre_scores_gemma":[0.13375533,0.008631949,0.018745871,0.08729467,0.006540765,0.0015800886,0.010135339,0.0009609146,0.73235506],"study_design_codex":"not_applicable","study_design_gemma":"observational","domain_scores_codex":[0.9961564,0.00087736815,0.00012872816,0.0002111048,0.001659772,0.0009666211],"domain_scores_gemma":[0.9924089,0.0020278837,0.0005622769,0.00038617334,0.0018767668,0.0027379575],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0077463067,0.0010179451,0.00060192455,0.0018676159,0.0020809933,0.0061931247,0.0017705811,0.009813926,0.060124204],"category_scores_gemma":[0.01727372,0.00037221113,0.00034303777,0.0020920278,0.0010736795,0.003919659,0.0067753447,0.0047082943,0.008832761],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006399197,0.000086740394,0.00068581314,0.00013134332,0.000009388245,0.00007448379,0.00009938994,0.00038542942,0.00017216218,0.06383731,0.8846572,0.049796857],"study_design_scores_gemma":[0.00004038837,0.00002621588,0.0010721222,0.00016718594,0.000006937639,0.000053281903,0.00021124067,0.00034913846,0.00027648074,0.016043782,0.9817415,0.000011746604],"about_ca_topic_score_codex":0.008709631,"about_ca_topic_score_gemma":0.0116469385,"teacher_disagreement_score":0.060124204,"about_ca_system_score_codex":0.0027423564,"about_ca_system_score_gemma":0.0169463,"threshold_uncertainty_score":0.20113552},"labels":[],"label_agreement":null},{"id":"W4406081248","doi":"10.1007/s00550-024-00544-y","title":"Sustainability Nexus AID: storms","year":2025,"lang":"en","type":"article","venue":"Sustainability Nexus Forum","topic":"Disaster Management and Resilience","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"United Nations University Institute for Water, Environment, and Health; University of Calgary","funders":"Global Affairs Canada; Bundesministerium für Bildung und Forschung","keywords":"Nexus (standard); Storm; Sustainability; Political science; Geography; Computer science; Meteorology; Ecology; Biology","score_opus":0.005942574341269067,"score_gpt":0.31792383504687416,"score_spread":0.3119812607056051,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4406081248","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.03430466,0.0022087013,0.07591035,0.01944271,0.0015542941,0.0015138502,0.28777915,0.08458729,0.49269897],"genre_scores_gemma":[0.312475,0.0049329447,0.16921797,0.003966693,0.0011967607,0.0029957609,0.38795364,0.010744436,0.10651685],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9986842,0.0004941843,0.00007697856,0.00015893401,0.00045237722,0.0001332175],"domain_scores_gemma":[0.9964784,0.0013145825,0.00024898667,0.00062813866,0.00080668175,0.0005232363],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0030391973,0.00056397653,0.0003487015,0.0021518306,0.0008520339,0.0036162178,0.0010541079,0.00074358133,0.047053847],"category_scores_gemma":[0.006155351,0.00027689926,0.0003814315,0.0027520116,0.00061502476,0.0035120323,0.0046664025,0.0012643654,0.015738292],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00026347276,0.00014853837,0.00980407,0.0006681359,0.00003523049,0.00014695758,0.00088064885,0.0066257427,0.001115515,0.04784332,0.7506956,0.18177278],"study_design_scores_gemma":[0.000039485934,0.000028681377,0.0030705023,0.00023756288,0.00000997296,0.000058575053,0.0004211236,0.006563775,0.0021859196,0.020879615,0.96647936,0.000025419236],"about_ca_topic_score_codex":0.0030890105,"about_ca_topic_score_gemma":0.0027128288,"teacher_disagreement_score":0.047053847,"about_ca_system_score_codex":0.0009640166,"about_ca_system_score_gemma":0.0025406398,"threshold_uncertainty_score":0.1574108},"labels":[],"label_agreement":null},{"id":"W4407079267","doi":"10.1007/s00550-025-00560-6","title":"Sustainability Nexus AID: soil health","year":2025,"lang":"en","type":"article","venue":"Sustainability Nexus Forum","topic":"Soil erosion and sediment transport","field":"Agricultural and Biological Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"United Nations University Institute for Water, Environment, and Health","funders":"HORIZON EUROPE Framework Programme; European Commission; Global Affairs Canada; Bundesministerium für Bildung und Forschung; Deutsche Forschungsgemeinschaft; Technische Universität Hamburg","keywords":"Nexus (standard); Sustainability; Water security; Sustainable land management; Food security; Environmental resource management; Natural resource; Soil health; Soil governance; Environmental planning; Environmental science; Business; Land use; Geography; Engineering; Water resources; Land management; Agriculture; Soil water; Ecology; Soil organic matter; Civil engineering; Soil science; Biology","score_opus":0.00771912407799493,"score_gpt":0.2586965636189466,"score_spread":0.2509774395409517,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4407079267","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.060412504,0.010557889,0.10580482,0.086495414,0.004364882,0.0024835803,0.06307821,0.006938003,0.6598647],"genre_scores_gemma":[0.71383965,0.011031476,0.13302043,0.00861996,0.0013865294,0.0030482444,0.050360646,0.00079454883,0.07789845],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99438655,0.0026036866,0.00022009603,0.00028767652,0.0019301535,0.0005718278],"domain_scores_gemma":[0.9866802,0.0032902306,0.0013155834,0.0010711894,0.005329742,0.0023130267],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.010036054,0.00086939894,0.00047442605,0.0035017545,0.0011752023,0.0054499675,0.0017846633,0.0013868072,0.022419441],"category_scores_gemma":[0.013084806,0.0002396174,0.0003685248,0.0032893664,0.0012426351,0.003176775,0.008186965,0.0017027574,0.0028804715],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00033089382,0.0003958672,0.03584629,0.0017214738,0.00008865609,0.0002590503,0.0007155784,0.012978217,0.0015487045,0.1247997,0.33736384,0.48395178],"study_design_scores_gemma":[0.000057001926,0.00016801574,0.019548755,0.0013503819,0.000027056181,0.00012929439,0.0015295944,0.013120006,0.0037485987,0.05454996,0.90570754,0.00006379172],"about_ca_topic_score_codex":0.010427633,"about_ca_topic_score_gemma":0.0070933546,"teacher_disagreement_score":0.022419441,"about_ca_system_score_codex":0.003257736,"about_ca_system_score_gemma":0.012670878,"threshold_uncertainty_score":0.075000525},"labels":[],"label_agreement":null},{"id":"W4412633232","doi":"10.1007/s00550-025-00569-x","title":"Sustainability Nexus AID: wildfire","year":2025,"lang":"en","type":"article","venue":"Sustainability Nexus Forum","topic":"Climate Change and Geoengineering","field":"Environmental Science","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":"United Nations University Institute for Water, Environment, and Health","funders":"","keywords":"Nexus (standard); Sustainability; Environmental resource management; Environmental science; Business; Environmental planning; Computer science; Ecology; Biology","score_opus":0.0043602990746920535,"score_gpt":0.24741822726887008,"score_spread":0.24305792819417804,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4412633232","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0059109265,0.008029803,0.00515054,0.44055718,0.05228669,0.00035418576,0.008603924,0.0016794839,0.47742727],"genre_scores_gemma":[0.102244124,0.008185674,0.014892011,0.13759118,0.014534652,0.0013835288,0.011224563,0.0008934412,0.70905083],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9971046,0.00063990155,0.000103362974,0.00016845028,0.0011743199,0.00080932345],"domain_scores_gemma":[0.99172884,0.0020170608,0.00057883933,0.00035688764,0.0019525503,0.0033657858],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0077546015,0.0009992241,0.0005342066,0.0012910025,0.0024261235,0.0046511767,0.0017690884,0.012249978,0.08010296],"category_scores_gemma":[0.015105311,0.00032584654,0.00041311048,0.0010359505,0.0009424171,0.0033263618,0.00619225,0.006068519,0.013678016],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000045068507,0.00007436992,0.00041613242,0.000081636,0.0000065504128,0.000051784664,0.000048658,0.0002423808,0.00009971755,0.015287347,0.95169866,0.03194764],"study_design_scores_gemma":[0.000043000415,0.000025771931,0.0010172827,0.00018350998,0.000006590228,0.000059319806,0.00018210709,0.00045785363,0.00018919498,0.009397827,0.98842657,0.000010798325],"about_ca_topic_score_codex":0.0070962342,"about_ca_topic_score_gemma":0.012087288,"teacher_disagreement_score":0.08010296,"about_ca_system_score_codex":0.001623947,"about_ca_system_score_gemma":0.01395682,"threshold_uncertainty_score":0.26797104},"labels":[],"label_agreement":null},{"id":"W4414016658","doi":"10.1007/s00550-025-00571-3","title":"Where’s the data? Challenges in characterizing the sustainability of socioecological systems","year":2025,"lang":"en","type":"article","venue":"Sustainability Nexus Forum","topic":"Research Data Management Practices","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"Macaulay Development Trust; Scottish Government","keywords":"Sustainability; Environmental resource management; Business; Environmental science; Ecology; Biology","score_opus":0.08919726714547527,"score_gpt":0.37544130752657656,"score_spread":0.2862440403811013,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4414016658","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":"reproducibility","model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":"reproducibility","domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.39821327,0.00945525,0.30243415,0.24215348,0.0018141654,0.001334192,0.0025619303,0.00022048318,0.041812968],"genre_scores_gemma":[0.8758849,0.0033516062,0.10558006,0.010224336,0.0003269852,0.0018677354,0.0008023784,0.00024513915,0.0017169004],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.7160306,0.2379437,0.012573902,0.0102517875,0.020511849,0.0026880621],"domain_scores_gemma":[0.46053407,0.45962754,0.015144419,0.034552775,0.026892584,0.0032486233],"candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.26795453,0.00062803563,0.0017944085,0.0059820535,0.009115079,0.01924295,0.00482335,0.0038020532,0.003784091],"category_scores_gemma":[0.37694168,0.0011706906,0.0007460485,0.011864028,0.042720802,0.039350927,0.015808083,0.0076605296,0.00067565317],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013384648,0.0000903132,0.015817756,0.0022925104,0.000081680104,0.0006041311,0.64577204,0.0009945565,0.0015510872,0.23657766,0.0063959565,0.089688495],"study_design_scores_gemma":[0.000018733734,0.000054121127,0.0029873906,0.0050835814,0.000030000496,0.0003592405,0.62146306,0.0014557185,0.0016972396,0.24300022,0.123778485,0.00007221027],"about_ca_topic_score_codex":0.0053438386,"about_ca_topic_score_gemma":0.0048827846,"teacher_disagreement_score":0.7320455,"about_ca_system_score_codex":0.0085721705,"about_ca_system_score_gemma":0.016493697,"threshold_uncertainty_score":0.9027424},"labels":[],"label_agreement":null},{"id":"W4416952263","doi":"10.1007/s00550-025-00581-1","title":"Are water-related nature-based solutions (NbS) assessed for their full multi-benefit potential? A review from an urban perspective","year":2025,"lang":"en","type":"article","venue":"Sustainability Nexus Forum","topic":"Urban Stormwater Management Solutions","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université du Québec à Montréal","funders":"Institute for Integrated Management of Material Fluxes and of Resources, United Nations University","keywords":"Multidisciplinary approach; Sustainability; Leverage (statistics); Stakeholder; Green infrastructure; Resilience (materials science); Perspective (graphical); Sustainability science; Urban resilience","score_opus":0.010238887306731885,"score_gpt":0.27580447289392723,"score_spread":0.26556558558719534,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4416952263","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00047560883,0.9972861,0.0003557313,0.0006411636,0.000121871606,0.000038320453,0.000082497616,0.0000055762816,0.0009932405],"genre_scores_gemma":[0.006552559,0.9920568,0.0006628268,0.00040808672,0.000076100914,0.000072833915,0.000060775375,0.000003901648,0.000106026295],"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","domain_scores_codex":[0.99296945,0.0026400445,0.0016892884,0.00058813335,0.0018614854,0.0002516153],"domain_scores_gemma":[0.96453065,0.027901586,0.0033496614,0.00042183552,0.0035307952,0.0002654839],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009153589,0.0012213332,0.002842334,0.010910804,0.00061187457,0.0042211404,0.0016821169,0.0024105979,0.003323486],"category_scores_gemma":[0.030531762,0.00064875494,0.002982982,0.011391962,0.0013156207,0.004003743,0.0015195402,0.0014020061,0.00046584697],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012641195,0.000059585018,0.0007170705,0.5521277,0.0014283817,0.00013077319,0.00077036524,0.0011067946,0.00075822073,0.012209816,0.0070590563,0.42350584],"study_design_scores_gemma":[0.000034592435,0.00035111877,0.003282109,0.6392014,0.0070822877,0.0003839138,0.0015457582,0.0005072381,0.00094809575,0.006506902,0.3400741,0.000082434504],"about_ca_topic_score_codex":0.005320693,"about_ca_topic_score_gemma":0.008256826,"teacher_disagreement_score":0.010910804,"about_ca_system_score_codex":0.0033642838,"about_ca_system_score_gemma":0.011731452,"threshold_uncertainty_score":0.048409402},"labels":[],"label_agreement":null}]}