{"meta":{"query_hash":"cce219913f4a","filters":{"venue":"Sustainability Science"},"cohort_total":108,"direct_labels_cover":2,"predictions_cover":108,"exported":108,"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/cce219913f4a","api":"https://metacan.xera.ac/api/v1/cohort?venue=Sustainability+Science"},"results":[{"id":"W1973674787","doi":"10.1007/s11625-006-0002-9","title":"Ecology matters: sustainable development in Southeast Asia","year":2006,"lang":"en","type":"article","venue":"Sustainability Science","topic":"Sustainable Development and Environmental Policy","field":"Environmental Science","cited_by":37,"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":"York University; Princeton University","keywords":"Sustainable development; Ecological footprint; Environmental degradation; Politics; Ecology; Economic growth; Sociology; Geography; Political science; Economics","score_opus":0.003875216194741994,"score_gpt":0.21236548999155136,"score_spread":0.20849027379680937,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1973674787","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9554279,0.000009707277,0.000115154726,0.0031552247,0.000069539,0.0008820853,6.4914207e-7,0.00007809924,0.040261663],"genre_scores_gemma":[0.9874519,6.430385e-7,0.0012418408,0.00023900626,0.000027082904,0.000158307,0.000005441459,0.000019070218,0.010856726],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9956261,0.00008441621,0.0005477092,0.0009928405,0.0007639146,0.001985023],"domain_scores_gemma":[0.9990481,0.000055928314,0.000106568186,0.00052221655,0.000055898596,0.00021127195],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0021953012,0.00030656447,0.00025548245,0.00036571265,0.0006879408,0.00013595639,0.0008994896,0.00009905253,0.0011750235],"category_scores_gemma":[0.0002617943,0.00030347626,0.00004998328,0.0022635486,0.0023252508,0.0011567537,0.0012026548,0.00021868941,0.00046911702],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000040689345,0.0004611745,0.9752857,0.000081661834,0.0000021902067,0.00020992375,0.0014695448,0.0044430294,0.0005665877,0.011993634,0.001835153,0.0036106869],"study_design_scores_gemma":[0.00040794277,0.000034414457,0.91852134,0.0000036548727,0.000002343516,0.000010824624,0.025608566,0.00015308041,0.0012943901,0.021313,0.032253474,0.00039696106],"about_ca_topic_score_codex":0.004575836,"about_ca_topic_score_gemma":0.0008362563,"teacher_disagreement_score":0.05676438,"about_ca_system_score_codex":0.008180461,"about_ca_system_score_gemma":0.000650002,"threshold_uncertainty_score":0.9999417},"labels":[],"label_agreement":null},{"id":"W2001632863","doi":"10.1007/s11625-013-0218-4","title":"Physical basis of coastal adaptation on tropical small islands","year":2013,"lang":"en","type":"article","venue":"Sustainability Science","topic":"Climate Change, Adaptation, Migration","field":"Social Sciences","cited_by":54,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of New Brunswick; University of Victoria; Memorial University of Newfoundland; Geological Survey of Canada; Natural Resources Canada","funders":"Natural Resources Canada; Japan International Cooperation Agency; International Development Research Centre","keywords":"Climate change; Atoll; Natural hazard; Geography; Tropical cyclone; Storm surge; Global warming; Small Island Developing States; Vulnerability (computing); Oceanography; Environmental science; Physical geography; Storm; Climatology; Reef; Geology","score_opus":0.05915105896186452,"score_gpt":0.3220870074112261,"score_spread":0.2629359484493616,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2001632863","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98971725,0.0000025832444,0.0014399044,0.0033267038,0.00011439666,0.0006647374,0.0000059260738,0.000051490657,0.0046769874],"genre_scores_gemma":[0.99897546,0.0000032225394,0.00041596926,0.00006476409,0.00011047643,0.000052096148,0.0000038122996,0.0000048552947,0.00036933678],"study_design_codex":"qualitative","study_design_gemma":"observational","domain_scores_codex":[0.99801844,0.00018084317,0.00021728301,0.00036640462,0.00080413383,0.00041287387],"domain_scores_gemma":[0.9976951,0.00032297298,0.00011534475,0.00025715498,0.0014611824,0.00014825525],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00085274025,0.000098843426,0.00014630982,0.00014893577,0.00054459716,0.00011783054,0.00034702837,0.000051603678,0.000101476435],"category_scores_gemma":[0.003513125,0.00009036654,0.00006487473,0.0010860042,0.0019770395,0.00069022336,0.00005315748,0.00009678119,0.000023364695],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000106251035,0.0012398006,0.15007707,0.00013394753,0.000009269189,0.000002276218,0.40347052,0.0010467105,0.0048315786,0.32529747,0.00036897467,0.11341615],"study_design_scores_gemma":[0.00037710377,0.00045954293,0.6620123,0.000017096923,0.000012506408,3.2250836e-7,0.25867203,0.021956397,0.0026174248,0.05288021,0.00072235736,0.00027273418],"about_ca_topic_score_codex":0.0074058934,"about_ca_topic_score_gemma":0.009913834,"teacher_disagreement_score":0.5119352,"about_ca_system_score_codex":0.00056236266,"about_ca_system_score_gemma":0.0010832818,"threshold_uncertainty_score":0.99920386},"labels":[],"label_agreement":null},{"id":"W2007387077","doi":"10.1007/s11625-007-0040-y","title":"Managing the rural–urban transformation in East Asia in the 21st century","year":2008,"lang":"en","type":"article","venue":"Sustainability Science","topic":"China's Socioeconomic Reforms and Governance","field":"Social Sciences","cited_by":138,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"University of British Columbia","keywords":"Urbanization; Economic growth; Urban planning; Urban density; Context (archaeology); Rural economics; Rural area; Rural sociology; Sustainable development; Economic geography; Development economics; Geography; Political science; Economics; Rural development; Agriculture","score_opus":0.009189985439430445,"score_gpt":0.2645555378564557,"score_spread":0.25536555241702524,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2007387077","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.92584354,0.00011058342,0.000014614009,0.037159953,0.00013265746,0.0006928266,0.0000013066741,0.000015461983,0.03602903],"genre_scores_gemma":[0.99919116,0.00030706424,0.000007142202,0.0002737668,0.000053363194,0.000023337989,4.3868027e-7,0.000002453827,0.00014127464],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.99827707,0.00018513763,0.00025762763,0.00022198838,0.0005107672,0.00054740626],"domain_scores_gemma":[0.99936676,0.00009982669,0.00007952055,0.000310889,0.00009222885,0.00005075836],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0048724944,0.00008821817,0.000104513114,0.00007361312,0.001417695,0.00013453412,0.0010159854,0.000039799525,0.000014692435],"category_scores_gemma":[0.000471242,0.000051705098,0.000053507712,0.0011951536,0.0024360088,0.0013577751,0.000046931094,0.00024868324,0.000005706025],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00000931249,0.000058219008,0.11436576,0.00001797273,6.2408054e-7,0.0000046684227,0.6396282,0.00015572135,0.0000037430264,0.22814123,0.000058350604,0.017556215],"study_design_scores_gemma":[0.00013321737,0.000010246632,0.46184027,0.0000066925054,7.091199e-7,0.0000021224075,0.49256942,0.00019191367,0.0000036869199,0.02908516,0.016075969,0.000080572],"about_ca_topic_score_codex":0.015329092,"about_ca_topic_score_gemma":0.0091093,"teacher_disagreement_score":0.34747452,"about_ca_system_score_codex":0.001538824,"about_ca_system_score_gemma":0.0009225543,"threshold_uncertainty_score":0.99988234},"labels":[],"label_agreement":null},{"id":"W2018353507","doi":"10.1007/s11625-013-0213-9","title":"The Gathering Storm: managing adaptation to environmental change in coastal communities and small islands","year":2013,"lang":"en","type":"article","venue":"Sustainability Science","topic":"Climate Change, Adaptation, Migration","field":"Social Sciences","cited_by":41,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland; University of Ottawa","funders":"Memorial University of Newfoundland; University of British Columbia; International Development Research Centre; Federation of Canadian Municipalities","keywords":"Climate change; Small Island Developing States; Geography; Context (archaeology); Environmental resource management; Globe; Environmental planning; Storm; Ecology; Environmental science","score_opus":0.07298969125642897,"score_gpt":0.2994147892127397,"score_spread":0.22642509795631072,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2018353507","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9926516,0.000053352476,0.00032345502,0.0054271687,0.00007895799,0.0009862125,0.0000025657275,0.000026983713,0.00044974353],"genre_scores_gemma":[0.99922675,0.0000855453,0.00017317939,0.00013215169,0.000036219077,0.00018987634,0.0000025109266,0.000004569801,0.000149191],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9987553,0.00017452064,0.00014733906,0.00018335812,0.00033878835,0.0004007457],"domain_scores_gemma":[0.9993321,0.00022174853,0.00004898906,0.00018666823,0.000113912545,0.00009662116],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0022886214,0.000078164725,0.0000682812,0.00011818309,0.0015742156,0.0003549871,0.00030104304,0.000026234517,0.000023509047],"category_scores_gemma":[0.0003464073,0.00006812445,0.000013019584,0.000446383,0.0012443571,0.000969734,0.00016118248,0.00008558739,0.0000051994143],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000069667353,0.000023434946,0.18167005,0.000013906143,7.180845e-7,4.4347107e-7,0.75141954,0.00006658891,0.00016253922,0.00298164,0.0000037265538,0.063650444],"study_design_scores_gemma":[0.00006161776,0.000027303002,0.3602323,0.0000065807967,9.535514e-7,2.3708212e-7,0.62885946,0.00666676,0.000010636457,0.0035291945,0.000533514,0.000071435425],"about_ca_topic_score_codex":0.08433071,"about_ca_topic_score_gemma":0.36371538,"teacher_disagreement_score":0.27938467,"about_ca_system_score_codex":0.0007653906,"about_ca_system_score_gemma":0.0001469603,"threshold_uncertainty_score":0.9997256},"labels":[],"label_agreement":null},{"id":"W2030006162","doi":"10.1007/s11625-014-0242-z","title":"Obstacles to climate change adaptation decisions: a case study of sea-level rise and coastal protection measures in Kiribati","year":2014,"lang":"en","type":"article","venue":"Sustainability Science","topic":"Climate Change, Adaptation, Migration","field":"Social Sciences","cited_by":103,"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 British Columbia","funders":"World Bank Group","keywords":"Climate change; Environmental resource management; United Nations Framework Convention on Climate Change; Context (archaeology); Environmental planning; Adaptation (eye); Political economy of climate change; Geography; Sustainable development; Political science; Natural resource economics; Economics; Ecology","score_opus":0.24032693900381674,"score_gpt":0.38187329677546245,"score_spread":0.1415463577716457,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2030006162","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9929476,0.000022480697,0.0025313355,0.0008303226,0.00009770458,0.0034481175,0.000015815789,0.00004294222,0.000063726315],"genre_scores_gemma":[0.99885297,0.000017900447,0.00069869205,0.000022234386,0.00004122458,0.0003494948,0.0000010848618,0.0000069578737,0.000009415773],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9970654,0.00062805746,0.00040126094,0.0005335084,0.0009277043,0.000444019],"domain_scores_gemma":[0.9974652,0.00036162353,0.00016865408,0.00028222587,0.0015388755,0.00018340409],"candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0075807427,0.00012648752,0.00019023992,0.0004948273,0.0009369832,0.00014868377,0.00021314941,0.000058821057,0.0000039794213],"category_scores_gemma":[0.013821977,0.0001262384,0.000022308233,0.0021877182,0.0006997939,0.0011413416,0.00012957628,0.00009553657,0.0000012166565],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000095537245,0.0004799879,0.15180297,0.0000640185,0.0000018152326,0.000022675244,0.5539981,0.00048449327,0.0002826867,0.0018578831,0.0000028252462,0.290907],"study_design_scores_gemma":[0.00040832898,0.00048107404,0.24625286,0.000037617458,0.000008924371,0.000009427513,0.7385264,0.0104306,0.000069798116,0.0034851579,0.00012177884,0.00016803353],"about_ca_topic_score_codex":0.12011048,"about_ca_topic_score_gemma":0.6577417,"teacher_disagreement_score":0.5376313,"about_ca_system_score_codex":0.00061347446,"about_ca_system_score_gemma":0.00042324146,"threshold_uncertainty_score":0.994485},"labels":[],"label_agreement":null},{"id":"W2081126289","doi":"10.1007/s11625-007-0039-4","title":"Achieving sustainability by introducing alternative livelihoods","year":2008,"lang":"en","type":"article","venue":"Sustainability Science","topic":"Rangeland Management and Livestock Ecology","field":"Environmental Science","cited_by":43,"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":"Livelihood; Desertification; Sustainability; Millennium Ecosystem Assessment; Business; Sustainable development; Natural resource economics; Ecosystem services; Environmental resource management; Agriculture; Geography; Environmental planning; Agroforestry; Ecosystem; Economics; Environmental science; Ecology","score_opus":0.005079019098480465,"score_gpt":0.23704709173240182,"score_spread":0.23196807263392136,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2081126289","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9831417,0.000026050342,0.0039331634,0.0032355932,0.00020730887,0.00095020194,0.0000023424961,0.00010398638,0.008399604],"genre_scores_gemma":[0.9960873,0.000010814538,0.00061123376,0.00015755095,0.00005750505,0.00007226237,0.00000235727,0.000010633622,0.0029903145],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99667007,0.000170454,0.0003245235,0.0011562352,0.0006730955,0.0010056404],"domain_scores_gemma":[0.9985357,0.0001425817,0.00012306377,0.00074446923,0.00019289894,0.0002613148],"candidate_categories":["sts"],"consensus_categories":["sts"],"category_scores_codex":[0.0021548113,0.00022999111,0.00023749254,0.00011424287,0.0013601175,0.00006167906,0.0010439504,0.00005981106,0.0007522528],"category_scores_gemma":[0.0029020451,0.00020825553,0.00007526591,0.0012885506,0.0040374743,0.0012371572,0.0011509921,0.000251595,0.00007859464],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000040859228,0.00032078396,0.9716169,0.000047232512,0.000007296435,0.000037210153,0.0039105597,0.0021624623,0.0010397031,0.0013505174,0.008095745,0.011370682],"study_design_scores_gemma":[0.0004189042,0.00031805792,0.9551019,0.0000028381144,0.000011778601,0.000019047315,0.004291144,0.0015088193,0.00068378483,0.014696165,0.022484923,0.00046260853],"about_ca_topic_score_codex":0.001589917,"about_ca_topic_score_gemma":0.000065772845,"teacher_disagreement_score":0.016515018,"about_ca_system_score_codex":0.0028122566,"about_ca_system_score_gemma":0.00029179317,"threshold_uncertainty_score":0.99994},"labels":[],"label_agreement":null},{"id":"W2088224993","doi":"10.1007/s11625-007-0038-5","title":"Development paths of drylands: thresholds and sustainability","year":2008,"lang":"en","type":"article","venue":"Sustainability Science","topic":"Transboundary Water Resource Management","field":"Social Sciences","cited_by":93,"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":"Desertification; Natural resource economics; Livelihood; Land degradation; Poverty; Overexploitation; Sustainability; Productivity; Food security; Sustainable development; Population; Land use; Sustainable land management; Environmental resource management; Agriculture; Economics; Geography; Agroforestry; Environmental science; Land management; Economic growth; Ecology; Biology","score_opus":0.016058150411317234,"score_gpt":0.29057660496944265,"score_spread":0.2745184545581254,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2088224993","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99001193,0.00005760047,0.00066166493,0.0023612853,0.00007267399,0.0010017315,0.0000014251272,0.000088156245,0.005743509],"genre_scores_gemma":[0.9980945,0.000015960904,0.000990273,0.000049630504,0.000021965969,0.00003818294,6.25328e-7,0.0000064565115,0.0007824047],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99680287,0.0001651906,0.00039957513,0.0006379653,0.0011794791,0.0008149332],"domain_scores_gemma":[0.9978217,0.000095449206,0.0000978056,0.0005074306,0.0011889789,0.0002886649],"candidate_categories":["sts"],"consensus_categories":["sts"],"category_scores_codex":[0.004645491,0.00015701022,0.00023581742,0.00023334159,0.0021624502,0.000096953394,0.0007417487,0.00006163374,0.000035450594],"category_scores_gemma":[0.0015968741,0.0001453411,0.000050704,0.0012914697,0.009970512,0.0005793875,0.00033758607,0.00012951255,0.0000018121772],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000032901196,0.0002150699,0.77807784,0.00028880476,0.0000070885953,0.000020311794,0.17472354,0.00006303242,0.0000332491,0.031242298,0.00003656217,0.015259274],"study_design_scores_gemma":[0.00048512899,0.00011165022,0.6502912,0.000013507759,0.000010690818,0.0000052816695,0.115800396,0.000049953298,0.0006260279,0.028481117,0.20370467,0.0004203899],"about_ca_topic_score_codex":0.002125536,"about_ca_topic_score_gemma":0.00070863793,"teacher_disagreement_score":0.2036681,"about_ca_system_score_codex":0.0014310494,"about_ca_system_score_gemma":0.0051235463,"threshold_uncertainty_score":0.9991366},"labels":[],"label_agreement":null},{"id":"W2093991326","doi":"10.1007/s11625-013-0220-x","title":"Understanding and managing global change in small islands","year":2013,"lang":"en","type":"article","venue":"Sustainability Science","topic":"Climate Change, Adaptation, Migration","field":"Social Sciences","cited_by":30,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Small Island Developing States; Climate change; Geography; Vulnerability (computing); Psychological resilience; Environmental change; Sustainable development; Global warming; Extreme weather; Corporate governance; Environmental resource management; Economic geography; Ecology; Business; Environmental science","score_opus":0.2087479258903083,"score_gpt":0.35958111157910266,"score_spread":0.15083318568879436,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2093991326","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9777556,0.000049486836,0.0012915927,0.011155942,0.00012603017,0.0008950009,0.0000015157204,0.00005546457,0.008669347],"genre_scores_gemma":[0.99941295,0.00003451472,0.000195989,0.00016314429,0.0000487175,0.000057398094,9.1412437e-7,0.0000025830097,0.000083764055],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99858356,0.00010002986,0.00014547937,0.00035347402,0.00030739186,0.0005100734],"domain_scores_gemma":[0.9993151,0.0000888216,0.000049843282,0.00014685148,0.00027069883,0.00012869656],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0021417523,0.00007819479,0.000088603665,0.00014441604,0.00069110625,0.00033378313,0.00023129821,0.000044447283,0.000048700167],"category_scores_gemma":[0.0010055563,0.000079891695,0.000015066228,0.0015086285,0.0012821975,0.0013555648,0.0000947196,0.00006287651,0.00000450064],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000032150383,0.000022824748,0.7502928,0.000039927054,5.7219006e-7,0.0000019220238,0.0862907,0.000004641353,0.000014765239,0.1549218,0.000017753906,0.008389073],"study_design_scores_gemma":[0.000121173915,0.000019583616,0.501709,0.000011610171,0.0000017166172,5.0615705e-7,0.2344516,0.0031060367,0.0000025286026,0.2603168,0.0001470829,0.00011239043],"about_ca_topic_score_codex":0.044177245,"about_ca_topic_score_gemma":0.095894255,"teacher_disagreement_score":0.24858384,"about_ca_system_score_codex":0.0035025342,"about_ca_system_score_gemma":0.00039888648,"threshold_uncertainty_score":0.96218765},"labels":[],"label_agreement":null},{"id":"W2186146349","doi":"10.1007/s11625-015-0349-x","title":"Weaving Indigenous and sustainability sciences to diversify our methods","year":2015,"lang":"en","type":"article","venue":"Sustainability Science","topic":"Indigenous Knowledge Systems and Agriculture","field":"Agricultural and Biological Sciences","cited_by":380,"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 Manitoba","funders":"National Science Foundation","keywords":"Indigenous; Sustainability; Traditional knowledge; Sustainability science; Environmental ethics; Natural resource; Sociology; Ecology; Environmental resource management; Geography; Engineering ethics; Political science; Sustainability organizations; Engineering; Biology","score_opus":0.028792718071448776,"score_gpt":0.3367405495719989,"score_spread":0.3079478315005501,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2186146349","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99137115,0.00031619286,0.00014407311,0.005386613,0.000304582,0.0014020385,0.000010328436,0.00012531852,0.0009397006],"genre_scores_gemma":[0.9974845,0.0000025772836,0.0014617776,0.0001507356,0.00025078954,0.00004332097,0.0000018018999,0.0000010623543,0.00060343556],"study_design_codex":"design_other","study_design_gemma":"qualitative","domain_scores_codex":[0.99619967,0.0003688356,0.0003401394,0.0011125907,0.0007536487,0.0012251083],"domain_scores_gemma":[0.9962444,0.00016482006,0.000111997324,0.0001832737,0.0024707953,0.0008247656],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.008723891,0.0002682968,0.00032312982,0.000063199725,0.0024866518,0.0005013954,0.0010773307,0.00012025243,0.000011436313],"category_scores_gemma":[0.0031524135,0.000104273255,0.00007741162,0.0033149738,0.0008318019,0.0007116621,0.0008333194,0.00020728968,0.00001959017],"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":[0.00011212833,0.00065029704,0.44030404,0.00026502518,0.000017533328,0.00004834494,0.06800114,0.000422195,0.021510154,0.004077539,0.0023094327,0.46228218],"study_design_scores_gemma":[0.0002996331,0.0022462043,0.4387551,0.00003079038,0.000022570459,0.00007308024,0.45185018,0.00021316479,0.0024761783,0.030410271,0.07249607,0.0011267808],"about_ca_topic_score_codex":0.0041789426,"about_ca_topic_score_gemma":0.0004984086,"teacher_disagreement_score":0.46115538,"about_ca_system_score_codex":0.0012533038,"about_ca_system_score_gemma":0.0011093982,"threshold_uncertainty_score":0.99881196},"labels":[],"label_agreement":null},{"id":"W2299339047","doi":"","title":"Inuit knowledge and environmental assessment in Nunavut, Canada (Special Feature : Weaving Indigenous and Sustainability Sciences to Diversify Our Methods (WIS2DOM))","year":2016,"lang":"en","type":"article","venue":"Sustainability Science","topic":"Indigenous Studies and Ecology","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Indigenous; Sustainability; Weaving; Landscape ecology; Sustainability science; Sustainable development; Geography; Environmental planning; Environmental resource management; Traditional knowledge; Feature (linguistics); Animal ecology; Ecology; Social sustainability; Environmental science; Biology; Zoology","score_opus":0.016015884287143713,"score_gpt":0.40469370296708573,"score_spread":0.388677818679942,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2299339047","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.984963,0.00015893845,0.00016260354,0.011076065,0.0006082984,0.0026623213,0.000047947662,0.000021186655,0.00029964166],"genre_scores_gemma":[0.99715346,0.00004280169,0.0011705967,0.00033066032,0.00018488507,0.0001469718,6.2650815e-7,0.000008852476,0.00096114515],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99495995,0.00088129274,0.00043176147,0.0010965969,0.000429832,0.0022005388],"domain_scores_gemma":[0.9975283,0.0010923444,0.00014222205,0.00038663505,0.00044808636,0.00040241156],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.007937675,0.000259462,0.0004236611,0.0002328334,0.00786408,0.000053066346,0.00049936067,0.00015719603,0.00004830077],"category_scores_gemma":[0.0029345984,0.00018813186,0.00002906692,0.0008711838,0.0014271507,0.00054054114,0.0022122634,0.0005030166,0.0000024638528],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000032384465,0.000073985975,0.8980437,0.00015541834,0.000004201202,0.000014937008,0.08561992,0.000007915035,0.00006589962,0.0005049611,0.00041767402,0.015059006],"study_design_scores_gemma":[0.0003120521,0.00019288082,0.6781339,0.00001863415,0.0000056978433,0.0000025591185,0.3116395,0.000025840305,0.0000075502753,0.0021440391,0.007321841,0.00019549296],"about_ca_topic_score_codex":0.33956322,"about_ca_topic_score_gemma":0.8755364,"teacher_disagreement_score":0.5359732,"about_ca_system_score_codex":0.020608384,"about_ca_system_score_gemma":0.020986186,"threshold_uncertainty_score":0.9934276},"labels":[],"label_agreement":null},{"id":"W2484133022","doi":"10.1007/s11625-016-0383-3","title":"Integration: the key to implementing the Sustainable Development Goals","year":2016,"lang":"en","type":"article","venue":"Sustainability Science","topic":"Sustainable Development and Environmental Policy","field":"Environmental Science","cited_by":881,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University; Future Earth","funders":"Ministry of the Environment, Government of Japan","keywords":"Civil society; Sustainability; Sustainable development; Accountability; Interdependence; Government (linguistics); Political science; Private sector; Business; Economic growth; Public administration; Environmental planning; Economics; Politics; Geography","score_opus":0.008582040044765657,"score_gpt":0.25200716362911463,"score_spread":0.24342512358434898,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2484133022","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94198257,0.000010845341,0.0030091228,0.038366403,0.00009664705,0.0016785966,0.0000010544867,0.0000712167,0.014783542],"genre_scores_gemma":[0.9707935,0.0000023686296,0.00087632093,0.0015095774,0.000048849903,0.00034476235,6.992796e-7,0.000014599325,0.026409313],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9956869,0.00012637566,0.0004552529,0.00078500796,0.0011281325,0.0018183512],"domain_scores_gemma":[0.99827594,0.00024649253,0.00011315537,0.0009566919,0.00012887701,0.00027886455],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0057912013,0.00027234133,0.00015107845,0.00010225196,0.003297934,0.00029853242,0.0019616913,0.00004058787,0.0013963345],"category_scores_gemma":[0.0019779145,0.0001214964,0.00006220661,0.0021238825,0.0023582915,0.0010760117,0.0029593778,0.00013914805,0.00056165195],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001072471,0.0002642632,0.2701115,0.000060597773,0.000026144207,0.00005056961,0.057188306,0.0005563118,0.015759593,0.043718234,0.022625498,0.5895317],"study_design_scores_gemma":[0.00020859385,0.000051951258,0.44155723,0.000008152515,0.0000058711594,0.0000066886087,0.04361896,0.000026535634,0.010680026,0.0116111,0.49188453,0.00034037276],"about_ca_topic_score_codex":0.00068298687,"about_ca_topic_score_gemma":0.00021668804,"teacher_disagreement_score":0.5891914,"about_ca_system_score_codex":0.0048816158,"about_ca_system_score_gemma":0.0005484208,"threshold_uncertainty_score":0.99951655},"labels":[],"label_agreement":null},{"id":"W2523527552","doi":"10.1007/s11625-016-0401-5","title":"Longitudinal assessment of climate vulnerability: a case study from the Canadian Arctic","year":2016,"lang":"en","type":"article","venue":"Sustainability Science","topic":"Indigenous Studies and Ecology","field":"Health Professions","cited_by":40,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"The Scarborough Hospital; University of Toronto; McGill University","funders":"Social Sciences and Humanities Research Council of Canada; Canadian Institutes of Health Research; ArcticNet","keywords":"Subsistence agriculture; Climate change; Livelihood; Arctic; Vulnerability (computing); Geography; Context (archaeology); Environmental resource management; Environmental planning; Seascape; Ecology; Agriculture; Environmental science","score_opus":0.04870010497839341,"score_gpt":0.4402589639244699,"score_spread":0.3915588589460765,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2523527552","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9850453,0.000012586127,0.000044490633,0.010101399,0.00048943044,0.0029338624,0.00005337171,0.000020449263,0.0012991227],"genre_scores_gemma":[0.9992231,0.000004383446,0.0000750447,0.00024974518,0.000072436815,0.000300913,4.6242437e-7,0.00000670659,0.00006720054],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9958482,0.00085700385,0.00054351543,0.0005919332,0.0003967838,0.0017625688],"domain_scores_gemma":[0.99404633,0.0019327655,0.00018910451,0.0010070982,0.0025714936,0.00025318025],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.010058859,0.00014086359,0.00029510137,0.000097285745,0.013499465,0.000018815668,0.000535302,0.00007264603,0.00036650806],"category_scores_gemma":[0.004495881,0.000072540046,0.000052481013,0.0006246028,0.0016590195,0.0001836031,0.0006356432,0.0003573049,0.000015419326],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000010474447,0.0001463848,0.96401024,0.000057014055,0.000012093647,0.0001724182,0.032403626,0.0000037554967,0.0000040054774,0.0017621182,0.000023398972,0.0013944745],"study_design_scores_gemma":[0.0003009747,0.00023333941,0.73800623,0.000010903363,0.000018077515,0.0000098063465,0.25837556,0.000024936544,5.921554e-7,0.0026650676,0.00027948312,0.00007498914],"about_ca_topic_score_codex":0.9299472,"about_ca_topic_score_gemma":0.9934918,"teacher_disagreement_score":0.22600397,"about_ca_system_score_codex":0.008235119,"about_ca_system_score_gemma":0.013875258,"threshold_uncertainty_score":0.9955721},"labels":[],"label_agreement":null},{"id":"W2587119238","doi":"10.1007/s11625-017-0423-7","title":"Sustainability beyond city limits: can “greener” beef lighten a city’s Ecological Footprint?","year":2017,"lang":"en","type":"article","venue":"Sustainability Science","topic":"Economic and Environmental Valuation","field":"Economics, Econometrics and Finance","cited_by":9,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"Solar Energy Technologies Office; Social Sciences and Humanities Research Council of Canada; Canada Research Chairs","keywords":"Ecological footprint; Sustainability; Metric (unit); Footprint; Business; Unintended consequences; Ecosystem services; Environmental resource management; Sustainable development; Environmental economics; Environmental planning; Economics; Ecology; Geography; Ecosystem; Marketing; Political science","score_opus":0.07239916821623552,"score_gpt":0.26847392288616584,"score_spread":0.19607475466993032,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2587119238","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96152914,0.0000744834,0.00052796025,0.016588666,0.00042093178,0.0009854096,0.000053581494,0.00006719863,0.01975264],"genre_scores_gemma":[0.9971391,0.000024124764,0.00044205773,0.00027064537,0.00009983181,0.00012086564,0.0000062800154,0.000015934294,0.0018811675],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9962179,0.00005097918,0.00087015267,0.0016079898,0.00016860734,0.0010843405],"domain_scores_gemma":[0.9962945,0.00011293744,0.00068879523,0.0022041702,0.00030176362,0.0003978105],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":["sts"],"category_scores_codex":[0.005456201,0.00031423575,0.0005709044,0.00023406775,0.0022950293,0.0006186704,0.0019630152,0.00020338355,0.0004345536],"category_scores_gemma":[0.007061268,0.0003398058,0.00021205036,0.00031615977,0.0035934148,0.0010966122,0.0009705422,0.00034571873,0.00007199223],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000015574911,0.0002578994,0.8899347,0.00004170888,0.000008896379,0.0000055436713,0.00046140418,0.000119784636,0.000009823088,0.104493394,0.000053683932,0.0045975675],"study_design_scores_gemma":[0.00030044027,0.00012184871,0.6680549,0.0000019195215,0.000004523934,0.0000022177258,0.00077713805,0.00058995606,0.00013093255,0.32743594,0.0022942133,0.00028598963],"about_ca_topic_score_codex":0.0025069017,"about_ca_topic_score_gemma":0.0006130863,"teacher_disagreement_score":0.22294256,"about_ca_system_score_codex":0.0052595623,"about_ca_system_score_gemma":0.0006043364,"threshold_uncertainty_score":0.9999054},"labels":[],"label_agreement":null},{"id":"W2763175966","doi":"10.1007/s11625-017-0495-4","title":"Multiple factors that shaped sustainability science journal: a 10-year review","year":2017,"lang":"en","type":"review","venue":"Sustainability Science","topic":"Sustainability in Higher Education","field":"Social Sciences","cited_by":11,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Global Institute for Water Security; University of Saskatchewan","funders":"Canada Research Chairs; University of Oxford; University of Saskatchewan","keywords":"Sustainability science; Sustainability; Discipline; Transdisciplinarity; Engineering ethics; Milestone; Scope (computer science); Publishing; Representativeness heuristic; Diversity (politics); Political science; Sociology; Social science; Sustainability organizations; Engineering; Geography; Ecology; Psychology; Computer science; Biology","score_opus":0.14456651925035804,"score_gpt":0.4937007345017629,"score_spread":0.34913421525140487,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2763175966","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0009042054,0.9738771,0.00003206453,0.004791859,0.0031255803,0.013263008,0.000034124176,0.0004065472,0.0035655266],"genre_scores_gemma":[0.01426044,0.9782263,0.0002023937,0.000098772645,0.00055561255,0.0006977299,0.00001969536,0.00010016694,0.0058388943],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.97923464,0.0026741852,0.002411674,0.003973121,0.0068825963,0.004823787],"domain_scores_gemma":[0.95898825,0.003035081,0.003662672,0.0071587637,0.02438822,0.0027670183],"candidate_categories":["metaresearch","metaepi_narrow","sts","scholarly_communication","open_science","insufficient_payload"],"consensus_categories":["metaresearch","metaepi_narrow","sts"],"category_scores_codex":[0.06314337,0.0014598282,0.0037249634,0.0020871875,0.017894061,0.004918167,0.015758079,0.00076465856,0.0009243889],"category_scores_gemma":[0.28943524,0.0012361767,0.0016779377,0.00943123,0.045485936,0.007266849,0.0024196545,0.0020839963,0.000075478536],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000025259878,0.00086708134,0.0149437655,0.10971721,0.000060111128,0.000058391583,0.017762706,0.0000022183854,1.6234152e-7,0.007536174,0.0025037285,0.84652317],"study_design_scores_gemma":[0.00016646642,0.00009939241,0.001510853,0.0051434543,0.00040625563,0.000019923073,0.033121675,0.0000033153951,7.835243e-7,0.012353807,0.94592124,0.001252841],"about_ca_topic_score_codex":0.0035290855,"about_ca_topic_score_gemma":0.0004717361,"teacher_disagreement_score":0.9434175,"about_ca_system_score_codex":0.054335438,"about_ca_system_score_gemma":0.18465728,"threshold_uncertainty_score":0.9999889},"labels":[],"label_agreement":null},{"id":"W2769061374","doi":"10.1007/s11625-017-0511-8","title":"Unpacking factors influencing antimicrobial use in global aquaculture and their implication for management: a review from a systems perspective","year":2017,"lang":"en","type":"review","venue":"Sustainability Science","topic":"Pharmaceutical and Antibiotic Environmental Impacts","field":"Environmental Science","cited_by":257,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Fisheries and Oceans Canada","funders":"NordForsk; Ministerio de Asuntos Económicos y Transformación Digital, Gobierno de España; Vetenskapsrådet; Ministerio de Economía y Competitividad; Consortium of International Agricultural Research Centers; Svenska Forskningsrådet Formas; Centre for Biotechnology and Bioengineering; VINNOVA","keywords":"Unpacking; Perspective (graphical); Aquaculture; Knowledge management; Process management; Environmental resource management; Business; Biology; Computer science; Fish <Actinopterygii>; Fishery; Environmental science","score_opus":0.06553507224194555,"score_gpt":0.3898377215102744,"score_spread":0.32430264926832886,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2769061374","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.016151557,0.9765397,0.00009156101,0.00018623023,0.00012479891,0.006082889,0.0003919443,0.000035567857,0.00039576227],"genre_scores_gemma":[0.058349732,0.941247,0.00013234103,0.000087318476,0.000019245104,0.00006345341,0.000026950274,0.000014991524,0.000058983835],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9971779,0.00012329411,0.00048795767,0.001241898,0.00029632315,0.0006726227],"domain_scores_gemma":[0.9985014,0.00014189177,0.00038309267,0.00069074467,0.00003609159,0.00024677013],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00093417446,0.00044844818,0.00095437944,0.000055982866,0.00047940787,0.00039237773,0.00088964053,0.00013588085,0.000010891712],"category_scores_gemma":[0.00083432265,0.00030517005,0.00019025918,0.00056340935,0.0015614434,0.0011593095,0.0009250936,0.00024060946,0.000008210156],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000025656032,0.00047460914,0.033427194,0.079269946,0.00011620649,0.000035367084,0.0020336714,0.00004743595,0.00011842616,0.0025831654,0.00027876731,0.88158953],"study_design_scores_gemma":[0.000748389,0.00011168173,0.07636374,0.050451566,0.00080838817,0.000041238734,0.0053745015,0.00021436479,0.000036919766,0.00542376,0.8583459,0.0020795488],"about_ca_topic_score_codex":0.0032772927,"about_ca_topic_score_gemma":0.00009019647,"teacher_disagreement_score":0.87951,"about_ca_system_score_codex":0.0048177983,"about_ca_system_score_gemma":0.00013041346,"threshold_uncertainty_score":0.99994004},"labels":[],"label_agreement":null},{"id":"W2770861095","doi":"10.1007/s11625-017-0509-2","title":"Designing cultural multilevel selection research for sustainability science","year":2017,"lang":"en","type":"article","venue":"Sustainability Science","topic":"Evolutionary Game Theory and Cooperation","field":"Social Sciences","cited_by":34,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Simon Fraser University","funders":"University of California, Davis; National Institute of Food and Agriculture; National Socio-Environmental Synthesis Center; Arizona State University; John Templeton Foundation; U.S. Department of Agriculture; National Science Foundation","keywords":"Sustainability; Group selection; Sociology; Management science; Computer science; Data science; Ecology; Selection (genetic algorithm); Engineering; Artificial intelligence","score_opus":0.10794159043158806,"score_gpt":0.49506352507556645,"score_spread":0.38712193464397837,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2770861095","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9654916,0.000018919762,0.012036218,0.01030963,0.00046231775,0.0032197356,0.000004232241,0.00014797592,0.00830938],"genre_scores_gemma":[0.9943027,0.0000037108337,0.002348212,0.000029371973,0.0002528515,0.00028698996,9.36199e-7,0.0000070956303,0.002768119],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9943733,0.00064389786,0.00030220256,0.0011171205,0.0018638173,0.0016996448],"domain_scores_gemma":[0.9780873,0.00063276675,0.0001600658,0.00090298674,0.019825904,0.00039096014],"candidate_categories":["metaresearch","sts","scholarly_communication"],"consensus_categories":["metaresearch","sts"],"category_scores_codex":[0.049108826,0.00015418394,0.00017192418,0.00036058726,0.043563828,0.0021031061,0.0026113738,0.000106590065,0.00003285988],"category_scores_gemma":[0.11777851,0.00014539866,0.000077215525,0.0017705,0.03328574,0.0063827094,0.00046944062,0.00035379943,0.0000074094814],"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":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00015951862,0.00019033304,0.03363554,0.00009367974,0.000002467962,0.0000014760648,0.024259828,0.0003429669,0.0077134985,0.90986073,0.00012677582,0.023613175],"study_design_scores_gemma":[0.0004259686,0.0002915221,0.106672294,0.000017625915,0.000008035975,0.000002214845,0.117212094,0.0071042003,0.008402327,0.75324756,0.0062140403,0.0004021385],"about_ca_topic_score_codex":0.0039004155,"about_ca_topic_score_gemma":0.0009780169,"teacher_disagreement_score":0.1566132,"about_ca_system_score_codex":0.0072876783,"about_ca_system_score_gemma":0.018244278,"threshold_uncertainty_score":0.9989328},"labels":[],"label_agreement":null},{"id":"W2771810706","doi":"10.1007/s11625-017-0512-7","title":"Cultural evolution in adaptive management of grassroots activism in BC, Canada","year":2017,"lang":"en","type":"article","venue":"Sustainability Science","topic":"Evolutionary Game Theory and Cooperation","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Max-Planck-Gesellschaft; National Science Foundation","keywords":"Grassroots; Solidarity; Collective action; Government (linguistics); Context (archaeology); Sustainability; Environmentalism; Social movement; Direct action; Resistance (ecology); Political science; Sociology; Public relations; Public administration; Politics; Political economy; Ecology; Law; Geography","score_opus":0.014021411372329663,"score_gpt":0.3207190207477704,"score_spread":0.30669760937544077,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2771810706","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98422605,0.000021701591,0.000119384495,0.0017204871,0.00014309013,0.00042566087,0.0000013558688,0.0000071249397,0.013335168],"genre_scores_gemma":[0.99934626,0.000007840087,0.00006865428,0.0000073776064,0.00001323559,0.0000221831,3.3846104e-7,0.0000013189499,0.0005328108],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","domain_scores_codex":[0.998501,0.00018266468,0.00017219575,0.00027623962,0.0005125646,0.00035533882],"domain_scores_gemma":[0.9991081,0.00004002336,0.00010197313,0.00030307102,0.00038581836,0.000061047],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002471616,0.000064083506,0.00009839698,0.00008174509,0.00092112954,0.000055298882,0.00060775166,0.000031478863,0.000012361129],"category_scores_gemma":[0.00081188057,0.00006254321,0.000016734113,0.0005297072,0.001800464,0.0013647014,0.0001234043,0.000096998585,6.405306e-7],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000579312,0.00009292497,0.23007101,0.000035940553,0.0000017270178,0.000013763692,0.006733788,0.0009077356,0.00006948487,0.758128,0.000011741729,0.0038759355],"study_design_scores_gemma":[0.00013925205,0.000019271754,0.87341714,0.000024212404,0.0000013529303,1.17313974e-7,0.06850072,0.00029093333,0.000049974577,0.05738951,0.00009405562,0.00007349015],"about_ca_topic_score_codex":0.82328475,"about_ca_topic_score_gemma":0.9254709,"teacher_disagreement_score":0.7007385,"about_ca_system_score_codex":0.003979069,"about_ca_system_score_gemma":0.0030519983,"threshold_uncertainty_score":0.9998445},"labels":[],"label_agreement":null},{"id":"W2776576154","doi":"10.1007/s11625-017-0489-2","title":"Cultural group selection and the design of REDD+: insights from Pemba","year":2017,"lang":"en","type":"article","venue":"Sustainability Science","topic":"Conservation, Biodiversity, and Resource Management","field":"Environmental Science","cited_by":38,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"University of California, Davis; York University","keywords":"Sustainability; Environmental resource management; Natural resource management; Reducing emissions from deforestation and forest degradation; Natural resource; Deforestation (computer science); Environmental planning; Sustainable management; Business; Landscape ecology; Common-pool resource; Resource management (computing); Climate change; Ecology; Geography; Economics","score_opus":0.011425787573501869,"score_gpt":0.22861630046196996,"score_spread":0.21719051288846808,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2776576154","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99496865,0.00001843286,0.0012314237,0.0021928009,0.00005455886,0.00044148162,7.595884e-7,0.0000117109985,0.0010801529],"genre_scores_gemma":[0.9991957,0.000009303153,0.00048438468,0.000055210778,0.000011070754,0.000005667652,3.6484815e-7,0.0000011160677,0.00023715966],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9989843,0.0000946619,0.00010735786,0.00031160694,0.00034557085,0.00015653981],"domain_scores_gemma":[0.9992994,0.000073727024,0.00011811646,0.00039150336,0.00006724938,0.00004998979],"candidate_categories":["sts"],"consensus_categories":["sts"],"category_scores_codex":[0.00087884895,0.00006987794,0.00008555545,0.000022135202,0.0018382634,0.00016877102,0.0006208306,0.000022494052,0.00004523217],"category_scores_gemma":[0.00070754683,0.000042133543,0.000025227295,0.00018538263,0.0047268723,0.0005372228,0.0007048963,0.000056773733,0.0000044700855],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000112634734,0.00005546264,0.98116827,0.000015500693,0.0000058060764,0.0000012341135,0.0080016,0.00079961866,0.0026521992,0.00095843815,0.00012453573,0.006104686],"study_design_scores_gemma":[0.00034529687,0.000031096693,0.97601575,0.0000022447737,0.000011062277,3.7656918e-7,0.0032119304,0.0057619633,0.00030382004,0.013032605,0.0012190697,0.00006476017],"about_ca_topic_score_codex":0.007642968,"about_ca_topic_score_gemma":0.00036400292,"teacher_disagreement_score":0.012074167,"about_ca_system_score_codex":0.0002311104,"about_ca_system_score_gemma":0.000030299258,"threshold_uncertainty_score":0.99946123},"labels":[],"label_agreement":null},{"id":"W2882976929","doi":"10.1007/s11625-018-0599-5","title":"Framing natural assets for advancing sustainability research: translating different perspectives into actions","year":2018,"lang":"en","type":"article","venue":"Sustainability Science","topic":"Sustainability and Climate Change Governance","field":"Environmental Science","cited_by":27,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Canadian Institute of Mining, Metallurgy and Petroleum","funders":"Akademie der Naturwissenschaften; Coordenação de Aperfeiçoamento de Pessoal de Nível Superior; University of Bern","keywords":"Framing (construction); Sustainability; Sustainability science; Environmental resource management; Sustainable development; Engineering ethics; Social sustainability; Political science; Economics; Engineering; Ecology","score_opus":0.04130369525646924,"score_gpt":0.3933111219901647,"score_spread":0.35200742673369545,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2882976929","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9833768,0.00015234697,0.0036243647,0.008700408,0.0003627988,0.0026257397,0.000009445567,0.00016409291,0.0009839815],"genre_scores_gemma":[0.9969045,0.00000846725,0.0018873509,0.00006805083,0.00021091464,0.0004124374,0.0000027435515,0.000027839187,0.00047767797],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.99322665,0.0003898071,0.00052650436,0.0019194287,0.0015960286,0.0023415815],"domain_scores_gemma":[0.9945702,0.0010957954,0.00017250054,0.0012599309,0.0024740018,0.00042758978],"candidate_categories":["metaresearch","metaepi_narrow","sts"],"consensus_categories":["sts"],"category_scores_codex":[0.0080503775,0.00037136656,0.00036512592,0.00023285579,0.004698808,0.0003131315,0.0013474805,0.00013604842,0.00034640203],"category_scores_gemma":[0.025322922,0.00033686805,0.00020055025,0.0028605184,0.0128690805,0.0021756822,0.0009281348,0.0006925504,0.000013338536],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0010248802,0.002315265,0.3264328,0.002153135,0.000035510293,0.000025169142,0.51230854,0.0013670671,0.01980397,0.03573458,0.00095831597,0.09784077],"study_design_scores_gemma":[0.0005151166,0.0006513184,0.16076882,0.000027501088,0.000015862777,0.00000644472,0.5281074,0.008207131,0.0039299172,0.29171774,0.0054557207,0.0005970317],"about_ca_topic_score_codex":0.0016502779,"about_ca_topic_score_gemma":0.004888713,"teacher_disagreement_score":0.25598314,"about_ca_system_score_codex":0.016728625,"about_ca_system_score_gemma":0.0011013035,"threshold_uncertainty_score":0.9999083},"labels":[],"label_agreement":null},{"id":"W2883044132","doi":"10.1007/s11625-018-0603-0","title":"The contributions of UNESCO Man and Biosphere Programme and biosphere reserves to the practice of sustainability science","year":2018,"lang":"en","type":"article","venue":"Sustainability Science","topic":"Ecology, Conservation, and Geographical Studies","field":"Environmental Science","cited_by":46,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Saskatchewan","funders":"Wilfrid Laurier University","keywords":"Sustainability; Sustainability science; Environmental ethics; Sustainable development; Sociology; Political science; Biosphere; Sustainability organizations; Engineering ethics; Social science; Ecology; Law; Engineering","score_opus":0.005034468216829938,"score_gpt":0.2896259380752678,"score_spread":0.28459146985843786,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2883044132","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94167167,0.0002200606,0.00009869448,0.055678174,0.00006875524,0.0015336549,0.000008200095,0.000018539067,0.00070226716],"genre_scores_gemma":[0.9990436,0.0000388005,0.0005323003,0.00018937708,0.000014073807,0.00007332284,1.965546e-7,0.0000032305109,0.00010508995],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9971737,0.00023371428,0.00040476053,0.00069825473,0.0006981489,0.00079139497],"domain_scores_gemma":[0.9952264,0.001194529,0.0002123796,0.00081219495,0.0023236505,0.00023085873],"candidate_categories":["metaresearch","sts"],"consensus_categories":["sts"],"category_scores_codex":[0.009841796,0.00015159007,0.00019611379,0.000039695744,0.0033950598,0.000154328,0.0010204837,0.000052264542,0.000023114704],"category_scores_gemma":[0.037392937,0.00008802679,0.000039544175,0.0040680305,0.05007766,0.00077657646,0.0015751795,0.0001488014,0.0000017856041],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010825177,0.00020944967,0.9590087,0.0000791389,0.0000097318125,8.663414e-7,0.0032418096,0.00003589014,0.0009812309,0.019754289,0.00019480343,0.016375838],"study_design_scores_gemma":[0.00016228062,0.000580165,0.9166084,0.0000063055604,0.000018241466,0.0000038112507,0.029877234,0.00023809323,0.0017898531,0.030688783,0.019901425,0.00012539285],"about_ca_topic_score_codex":0.005907009,"about_ca_topic_score_gemma":0.0062610433,"teacher_disagreement_score":0.057371955,"about_ca_system_score_codex":0.00042224393,"about_ca_system_score_gemma":0.0005888936,"threshold_uncertainty_score":0.9979024},"labels":[],"label_agreement":null},{"id":"W2884465271","doi":"10.1007/s11625-018-0602-1","title":"Participatory evaluation for adaptive co-management of social–ecological systems: a transdisciplinary research approach","year":2018,"lang":"en","type":"article","venue":"Sustainability Science","topic":"Sustainability and Climate Change Governance","field":"Environmental Science","cited_by":53,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Brock University","funders":"","keywords":"Adaptive management; Stakeholder; Corporate governance; Stakeholder engagement; Citizen journalism; Sustainability; Environmental resource management; Agency (philosophy); Participatory action research; Monitoring and evaluation; Business; Public relations; Environmental planning; Political science; Sociology; Ecology; Social science; Economics; Geography","score_opus":0.21661639280065403,"score_gpt":0.45768965946116463,"score_spread":0.2410732666605106,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2884465271","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9797808,0.000047255893,0.0010868837,0.00039980552,0.000097934215,0.0041906387,0.00002067746,0.00003250141,0.014343514],"genre_scores_gemma":[0.99744827,0.0000028096633,0.0005754258,0.000016388802,0.000051239294,0.0016488556,0.000003415502,0.000008717325,0.0002448824],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9952275,0.000551502,0.00041636146,0.0008355499,0.0019575036,0.0010115837],"domain_scores_gemma":[0.9977568,0.00024347848,0.00014715602,0.00053965166,0.0011673949,0.0001455452],"candidate_categories":["sts"],"consensus_categories":["sts"],"category_scores_codex":[0.019848866,0.0001574471,0.00024554573,0.000089851215,0.0014220262,0.00005597403,0.00084430963,0.000099807046,0.00028089486],"category_scores_gemma":[0.0008194898,0.00013865852,0.00008924162,0.001737809,0.01084254,0.0005118695,0.00045609483,0.00015740514,0.000017482678],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.003686771,0.009966939,0.038079854,0.006488535,0.00011573472,0.000018809651,0.6738678,0.011484328,0.0026917655,0.22254556,0.005979356,0.025074495],"study_design_scores_gemma":[0.00079837244,0.001294173,0.2209836,0.000019118668,0.00004686696,0.0000017652571,0.6826061,0.04373624,0.00066781294,0.04820896,0.0013347495,0.00030223315],"about_ca_topic_score_codex":0.0000855934,"about_ca_topic_score_gemma":0.000021500446,"teacher_disagreement_score":0.18290374,"about_ca_system_score_codex":0.0040138946,"about_ca_system_score_gemma":0.00040198176,"threshold_uncertainty_score":0.999878},"labels":[],"label_agreement":null},{"id":"W2886381939","doi":"10.1007/s11625-018-0614-x","title":"Evaluating the effectiveness of hazard mapping as climate change adaptation for community planning in degrading permafrost terrain","year":2018,"lang":"en","type":"article","venue":"Sustainability Science","topic":"Water Resources and Sustainability","field":"Environmental Science","cited_by":21,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Concordia University; McGill University","funders":"Aboriginal Affairs and Northern Development Canada; Natural Sciences and Engineering Research Council of Canada; Canadian Institutes of Health Research; Social Sciences and Humanities Research Council of Canada; Crown-Indigenous Relations and Northern Affairs Canada; Indigenous Services Canada; Indigenous and Northern Affairs Canada; International Development Research Centre; ArcticNet","keywords":"Permafrost; Terrain; Landscape ecology; Climate change; Hazard; Environmental resource management; Environmental planning; Adaptation (eye); Climate change adaptation; Green infrastructure; Physical geography; Geography; Environmental science; Geology; Ecology; Cartography; Habitat; Oceanography","score_opus":0.08065555460756965,"score_gpt":0.37298961075940856,"score_spread":0.29233405615183894,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2886381939","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9954107,0.000011663037,0.001320997,0.00027195513,0.00007012857,0.0023187245,0.000008860779,0.000023832938,0.0005631688],"genre_scores_gemma":[0.99891025,3.4489827e-7,0.00069268193,0.00005907912,0.000025817668,0.000289292,0.0000033760637,0.000008810475,0.000010354584],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9965093,0.0014209744,0.00036133087,0.00045974317,0.0005202039,0.0007284292],"domain_scores_gemma":[0.9976935,0.0012260354,0.0001493419,0.0006174004,0.00023203815,0.000081725084],"candidate_categories":["sts"],"consensus_categories":["sts"],"category_scores_codex":[0.028138474,0.00015937301,0.00021703471,0.00010866313,0.0015144795,0.000084628555,0.00080998935,0.000050439245,0.000020524823],"category_scores_gemma":[0.0056430614,0.0001198319,0.00006969361,0.0011579372,0.0030802987,0.00065749453,0.0007052762,0.00024100917,0.0000026736232],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00037106348,0.00011741353,0.87734157,0.00049654517,0.0000020231107,0.0000012053881,0.09029852,0.004622131,0.0062958198,0.00052864023,8.1335327e-7,0.019924263],"study_design_scores_gemma":[0.000338211,0.0005661861,0.85207295,0.00007692537,0.000004846232,0.0000025103443,0.05741222,0.06636141,0.00135666,0.021610396,0.000052926855,0.00014476066],"about_ca_topic_score_codex":0.0047610826,"about_ca_topic_score_gemma":0.00043460977,"teacher_disagreement_score":0.06173928,"about_ca_system_score_codex":0.0014386879,"about_ca_system_score_gemma":0.0001316513,"threshold_uncertainty_score":0.9997854},"labels":[],"label_agreement":null},{"id":"W2901641336","doi":"10.1007/s11625-018-0644-4","title":"Identifying transformational space for transdisciplinarity: using art to access the hidden third","year":2018,"lang":"en","type":"article","venue":"Sustainability Science","topic":"Sustainability and Climate Change Governance","field":"Environmental Science","cited_by":39,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"BP (Canada); Boucher Institute of Naturopathic Medicine; Government of Northwest Territories; Assembly of First Nations; Parks Canada; Métis National Council; First Nations Health and Social Secretariat of Manitoba; University of Saskatchewan; Arthur B. McDonald-Canadian Astroparticle Physics Research Institute; University of Waterloo","funders":"Social Sciences and Humanities Research Council of Canada; Parks Canada","keywords":"Transdisciplinarity; Transformative learning; Operationalization; Sociology; Sustainability; Transformational leadership; Indigenous; Engineering ethics; Space (punctuation); Social science; Public relations; Epistemology; Political science; Ecology; Pedagogy; Engineering; Computer science","score_opus":0.04916726205269892,"score_gpt":0.36569286303697923,"score_spread":0.3165256009842803,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2901641336","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95180565,0.000010371505,0.02735205,0.016322332,0.00026659662,0.002111143,0.00002326295,0.00005856615,0.0020500275],"genre_scores_gemma":[0.99616367,0.0000019735035,0.002364975,0.0006526882,0.00012160531,0.00017371142,0.0000018553461,0.000012080834,0.0005074448],"study_design_codex":"qualitative","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99684757,0.00007080671,0.0003424291,0.00079501304,0.0009791263,0.00096502865],"domain_scores_gemma":[0.9983935,0.00018723262,0.00010089983,0.0007063164,0.00037762706,0.0002344365],"candidate_categories":["sts"],"consensus_categories":["sts"],"category_scores_codex":[0.0034482325,0.00020810768,0.00018148865,0.00007731316,0.0023037924,0.00047141107,0.0017916007,0.00006334571,0.0004397279],"category_scores_gemma":[0.0011525718,0.0001602935,0.00011645702,0.0020062507,0.0030438951,0.0023892415,0.00063146435,0.00015165203,0.00007006898],"study_design_candidate":"qualitative","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":[0.001936225,0.001484481,0.15071443,0.0019250144,0.000052141255,0.000021290845,0.68270695,0.01961142,0.03148751,0.058844186,0.012007279,0.03920905],"study_design_scores_gemma":[0.0012339749,0.0007357741,0.31703395,0.00007650707,0.0000854373,0.000040261875,0.14090288,0.037936926,0.021888375,0.4168186,0.061755914,0.0014914161],"about_ca_topic_score_codex":0.00029474238,"about_ca_topic_score_gemma":0.0010833655,"teacher_disagreement_score":0.54180413,"about_ca_system_score_codex":0.0022633402,"about_ca_system_score_gemma":0.0004186967,"threshold_uncertainty_score":0.99966925},"labels":[],"label_agreement":null},{"id":"W2910207316","doi":"10.1007/s11625-018-0649-z","title":"Sustainable development goal 6: two gaps in the race for indicators","year":2019,"lang":"en","type":"article","venue":"Sustainability Science","topic":"Water Governance and Infrastructure","field":"Social Sciences","cited_by":106,"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":"Sustainable development; Citizen journalism; Process (computing); Performance indicator; Process management; Scrutiny; Millennium Development Goals; Sustainability; Political science; Environmental resource management; Business; Computer science; Economics; Ecology; Poverty; Marketing","score_opus":0.00483001242884501,"score_gpt":0.29340860224853077,"score_spread":0.28857858981968576,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2910207316","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9846649,0.000031331325,0.000087566,0.004280055,0.00021234949,0.0019760514,0.0000012958506,0.000026970185,0.008719472],"genre_scores_gemma":[0.99336505,0.0000024014291,0.00041974505,0.0003843388,0.0000730645,0.00011557661,0.00000106416,0.0000049485625,0.0056337924],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99717265,0.00014293709,0.00023811334,0.00047827672,0.00087440107,0.0010936025],"domain_scores_gemma":[0.9987426,0.00019942479,0.00010281335,0.00040307027,0.00044939684,0.000102741134],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007055377,0.000120160126,0.00014790038,0.0001914246,0.0011401869,0.00028460374,0.00140773,0.000059997852,0.000063457184],"category_scores_gemma":[0.002028692,0.000085537176,0.000046588248,0.002229949,0.001280022,0.0010896773,0.000157996,0.00018252367,0.000012593265],"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":[0.00004591452,0.00009521706,0.41158786,0.00015494693,0.0000027433853,0.000008624222,0.19947502,0.00017093087,0.000060666876,0.38005558,0.0010623187,0.007280195],"study_design_scores_gemma":[0.00043888806,0.000057781614,0.24070829,0.000007979513,0.0000023115376,6.336683e-7,0.2905876,0.000023743854,0.0005028141,0.051124968,0.41633567,0.00020929913],"about_ca_topic_score_codex":0.0021405083,"about_ca_topic_score_gemma":0.0007955938,"teacher_disagreement_score":0.41527334,"about_ca_system_score_codex":0.0017024653,"about_ca_system_score_gemma":0.0052388227,"threshold_uncertainty_score":0.92934465},"labels":[],"label_agreement":null},{"id":"W2960003280","doi":"10.1007/s11625-019-00714-8","title":"Seeds of good anthropocenes: developing sustainability scenarios for Northern Europe","year":2019,"lang":"en","type":"article","venue":"Sustainability Science","topic":"Sustainability and Climate Change Governance","field":"Environmental Science","cited_by":109,"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":"","keywords":"Futures contract; Sustainability; Transformative learning; Context (archaeology); Variety (cybernetics); Sustainable development; Corporate governance; Scenario planning; Environmental change; Environmental resource management; Environmental planning; Climate change; Political science; Business; Economics; Ecology; Sociology; Geography; Marketing; Computer science","score_opus":0.010034481205459278,"score_gpt":0.26789537661337626,"score_spread":0.25786089540791696,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2960003280","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9906267,0.000052628246,0.0010267856,0.0030686418,0.0002863,0.003211702,0.000024560528,0.00009221837,0.0016104875],"genre_scores_gemma":[0.9976997,0.000012868438,0.0010208251,0.00015942402,0.000028077913,0.00012345283,0.0000047372355,0.000029592562,0.0009213179],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9951782,0.00013999945,0.00071256835,0.0014488811,0.0011066811,0.0014136425],"domain_scores_gemma":[0.99564385,0.0003773019,0.00037404327,0.0014691183,0.0018929078,0.00024276983],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0038041188,0.00036967403,0.0005047505,0.00011981121,0.0005866296,0.00009201416,0.0015277939,0.00012638283,0.00044443738],"category_scores_gemma":[0.0061694016,0.0003426162,0.00018224896,0.0029948133,0.004316756,0.0012774214,0.0010770774,0.00021249334,0.000049016406],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016112564,0.00032401795,0.97370416,0.0012945125,0.0000068953354,0.000004053589,0.006401974,0.006550207,0.00093044376,0.0058905166,0.000035462563,0.0046966597],"study_design_scores_gemma":[0.0016550169,0.0010407495,0.7878253,0.00006613662,0.00003899927,0.000013510087,0.10449372,0.0056343623,0.007981797,0.071969435,0.017940354,0.0013406075],"about_ca_topic_score_codex":0.0012981353,"about_ca_topic_score_gemma":0.00056129636,"teacher_disagreement_score":0.18587881,"about_ca_system_score_codex":0.0058148406,"about_ca_system_score_gemma":0.0022580745,"threshold_uncertainty_score":0.9999026},"labels":[],"label_agreement":null},{"id":"W2969637958","doi":"10.1007/s11625-020-00880-0","title":"Correction to: He ʻike ʻana ia i ka pono (it is a recognizing of the right thing): how one indigenous worldview informs relational values and social values","year":2020,"lang":"en","type":"article","venue":"Sustainability Science","topic":"Community Health and Development","field":"Health Professions","cited_by":23,"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 British Columbia","funders":"","keywords":"Indigenous; Sociology; Environmental ethics; Epistemology; Social science; Political science; Philosophy; Biology; Ecology","score_opus":0.062765152162612,"score_gpt":0.3943621584242806,"score_spread":0.33159700626166855,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2969637958","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7810276,0.0000809841,0.00033829542,0.21355383,0.00075584755,0.0022986617,0.00001091997,0.000062981315,0.0018708343],"genre_scores_gemma":[0.9804175,0.000019590541,0.0009436347,0.016757887,0.000100784804,0.00007085258,0.0000038024257,0.00000825579,0.0016777324],"study_design_codex":"qualitative","study_design_gemma":"observational","domain_scores_codex":[0.9971838,0.00047965534,0.0005648233,0.00036616667,0.0007522739,0.0006532938],"domain_scores_gemma":[0.99694854,0.0008797643,0.00032498056,0.00034621556,0.0012112324,0.0002892456],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0043802992,0.00014413272,0.00028357725,0.00014063378,0.005123974,0.000047164824,0.000496684,0.00009817918,0.00009016219],"category_scores_gemma":[0.0069483584,0.0001099709,0.000059848167,0.0016428516,0.00060959684,0.00051158224,0.0007670385,0.000866728,0.000011885286],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016210644,0.00010481479,0.19887134,0.0019223666,0.000015765569,7.932719e-7,0.73770577,0.00001619446,0.00003549416,0.0013723914,0.017762814,0.042030156],"study_design_scores_gemma":[0.00045052372,0.00020417229,0.833225,0.00030666884,0.000023310831,0.0000015986932,0.10788453,0.00073869794,0.00008131186,0.03097091,0.025838783,0.00027446903],"about_ca_topic_score_codex":0.0010137416,"about_ca_topic_score_gemma":0.0005115594,"teacher_disagreement_score":0.6343537,"about_ca_system_score_codex":0.0011204659,"about_ca_system_score_gemma":0.0065847654,"threshold_uncertainty_score":0.999047},"labels":[],"label_agreement":null},{"id":"W2994908556","doi":"10.1007/s11625-019-00751-3","title":"The paradox of sustainable tuna fisheries in the Western Indian Ocean: between visions of blue economy and realities of accumulation","year":2019,"lang":"en","type":"article","venue":"Sustainability Science","topic":"Coastal and Marine Management","field":"Environmental Science","cited_by":39,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"Université de Lausanne","keywords":"Sustainability; Tuna; Hegemony; Vision; Yellowfin tuna; Fishery; Revenue; Geopolitics; Sustainable development; Fishing; Green growth; Economics; Business; Political science; Politics; Ecology; Sociology","score_opus":0.008831607432244315,"score_gpt":0.2512268217829038,"score_spread":0.24239521435065947,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2994908556","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9913513,0.000007864142,0.000025310572,0.0017939298,0.00001175703,0.00073005963,0.0000034987186,0.0000032758967,0.0060730134],"genre_scores_gemma":[0.999261,0.0000052190862,0.000018738754,0.000017833829,0.0000030112456,0.0000072752355,0.0000010173391,0.000002041452,0.0006838299],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99885845,0.00007190066,0.00030087805,0.00022325746,0.0002793872,0.00026615395],"domain_scores_gemma":[0.99902546,0.0002882977,0.00014693399,0.00044108147,0.00006643034,0.000031819487],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0021807756,0.00007589349,0.00014414238,0.00005853035,0.00014977598,0.000043142383,0.0005303846,0.000019559453,0.000019235875],"category_scores_gemma":[0.0002727262,0.000047172267,0.000028123952,0.00058322214,0.001877104,0.0005187399,0.0019752714,0.00006187789,6.5349354e-7],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000013189315,0.000030218831,0.97694546,0.00014383822,0.000001662841,6.1129174e-7,0.0063922033,0.00068114494,0.000009383854,0.008955103,0.000028576533,0.0067986115],"study_design_scores_gemma":[0.00010364233,0.0001142834,0.88534325,0.000005371782,0.0000038081143,3.1323654e-7,0.048578184,0.00012212878,0.00015631205,0.06299191,0.0025284465,0.000052326708],"about_ca_topic_score_codex":0.005403805,"about_ca_topic_score_gemma":0.00049156044,"teacher_disagreement_score":0.091602184,"about_ca_system_score_codex":0.00014370438,"about_ca_system_score_gemma":0.000088275396,"threshold_uncertainty_score":0.8168973},"labels":[],"label_agreement":null},{"id":"W3004145351","doi":"10.1007/s11625-020-00781-2","title":"Knowledge coevolution: generating new understanding through bridging and strengthening distinct knowledge systems and empowering local knowledge holders","year":2020,"lang":"en","type":"article","venue":"Sustainability Science","topic":"Indigenous Studies and Ecology","field":"Health Professions","cited_by":128,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Carleton University","funders":"Polar Knowledge Canada; Genome Canada","keywords":"Bridging (networking); Coevolution; Knowledge management; Traditional knowledge; Corporate governance; Knowledge-based systems; Indigenous; Knowledge sharing; Knowledge integration; Transdisciplinarity; Context (archaeology); Normative; Body of knowledge; Sociology; Engineering ethics; Computer science; Political science; Knowledge engineering; Business; Engineering; Ecology; Social science; Biology","score_opus":0.09746348285867776,"score_gpt":0.40206645876905867,"score_spread":0.3046029759103809,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3004145351","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8282995,0.007053542,0.1466823,0.0024083732,0.0014134644,0.0020000327,0.000008006314,0.0002573578,0.01187739],"genre_scores_gemma":[0.9984866,0.00004594547,0.00031830886,0.00009567048,0.00059596647,0.000052585685,0.0000019785673,0.000024949515,0.0003780225],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.99596524,0.0003906859,0.00068191503,0.0009820863,0.00020188751,0.0017781857],"domain_scores_gemma":[0.99757874,0.00078520353,0.0002054637,0.00028488899,0.00064837694,0.00049734564],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0025595808,0.00030635923,0.0005032342,0.00011027885,0.011881855,0.000115737275,0.00030011497,0.00015701914,0.000018590823],"category_scores_gemma":[0.0021389793,0.00028858305,0.000046820747,0.0010167129,0.0015976173,0.00055577187,0.0013883987,0.0006434371,0.000015274498],"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":[0.000058597834,0.00008819554,0.12535743,0.003831318,0.00003693404,0.000015809046,0.8296569,0.0006368145,0.00015397745,0.03186717,0.002084458,0.0062123924],"study_design_scores_gemma":[0.0010119949,0.0002981465,0.009616678,0.00023083783,0.000038925376,0.000012434483,0.8542217,0.1241031,0.000010005901,0.0010338222,0.008903399,0.0005189583],"about_ca_topic_score_codex":0.0019399808,"about_ca_topic_score_gemma":0.0044641937,"teacher_disagreement_score":0.17018704,"about_ca_system_score_codex":0.0035220014,"about_ca_system_score_gemma":0.0038031328,"threshold_uncertainty_score":0.9999566},"labels":[],"label_agreement":null},{"id":"W3016195942","doi":"10.1007/s11625-020-00789-8","title":"Environmental justice and the SDGs: from synergies to gaps and contradictions","year":2020,"lang":"en","type":"article","venue":"Sustainability Science","topic":"Environmental Justice and Health Disparities","field":"Social Sciences","cited_by":385,"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":"University of Sussex","keywords":"Environmental justice; Sustainable development; Sociology; Environmental ethics; Transformative learning; Degrowth; Environmental studies; Nexus (standard); Poverty; Economic Justice; Mainstream; Sustainability; Wicked problem; Political science; Economics; Ecology; Law; Biology","score_opus":0.011067917167801172,"score_gpt":0.28466466052350353,"score_spread":0.2735967433557024,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3016195942","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9096288,0.0014028882,0.00016222984,0.08665719,0.000093372575,0.0005898954,0.000023797547,0.00003265749,0.0014091447],"genre_scores_gemma":[0.99315405,0.0010503972,0.00015999463,0.0054169,0.00011237047,0.000026325268,5.332542e-7,0.0000031789175,0.000076248216],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.99859864,0.00014381745,0.00014237808,0.00036380102,0.00038392164,0.00036743193],"domain_scores_gemma":[0.998889,0.0005110832,0.000032443855,0.00014059122,0.000021293072,0.00040556237],"candidate_categories":["sts"],"consensus_categories":["sts"],"category_scores_codex":[0.0009400765,0.00008196168,0.0001223784,0.000023693075,0.0022683188,0.00017462739,0.0002594596,0.000032559223,0.00005358155],"category_scores_gemma":[0.001716535,0.000063897285,0.000018017783,0.00022785839,0.0063225664,0.0004250026,0.00020861458,0.00011854617,0.000008341891],"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":[0.00026612595,0.000099285884,0.07281812,0.00044762454,0.000012479244,0.0000087505605,0.553745,0.00013606732,0.00048499333,0.362324,0.000667592,0.00898996],"study_design_scores_gemma":[0.00044383114,0.00006794533,0.25948235,0.000011552165,0.00008417336,5.78606e-7,0.71423423,0.0003212822,0.000029742248,0.009548187,0.015628692,0.00014742516],"about_ca_topic_score_codex":0.0027053265,"about_ca_topic_score_gemma":0.000496419,"teacher_disagreement_score":0.3527758,"about_ca_system_score_codex":0.00023510124,"about_ca_system_score_gemma":0.00023031216,"threshold_uncertainty_score":0.9990306},"labels":[],"label_agreement":null},{"id":"W3044383495","doi":"10.1007/s11625-020-00843-5","title":"Adaptive governance in a complex social-ecological context: emergent responses to a native forest insect outbreak","year":2020,"lang":"en","type":"article","venue":"Sustainability Science","topic":"Forest Management and Policy","field":"Environmental Science","cited_by":22,"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 Victoria","funders":"National Science Foundation","keywords":"Corporate governance; Context (archaeology); Mountain pine beetle; Geography; Ecology; Psychological resilience; Environmental governance; Legitimacy; Environmental resource management; Politics; Adaptive capacity; Adaptive management; Political science; Business; Climate change; Biology; Economics","score_opus":0.04361991902975612,"score_gpt":0.3006547076151681,"score_spread":0.25703478858541196,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3044383495","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96128917,0.000005151982,0.00010618016,0.028533718,0.000039327006,0.0011671891,0.000017552666,0.000049922866,0.00879177],"genre_scores_gemma":[0.9946349,0.0000013260064,0.00021293694,0.00427712,0.000032566993,0.00010206629,0.0000011761738,0.000007034386,0.0007308238],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9973099,0.00018711147,0.00030618728,0.00078986934,0.0006768728,0.0007300386],"domain_scores_gemma":[0.9991819,0.00012663104,0.00009732974,0.00023148197,0.00007328954,0.00028931853],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0010685762,0.0001936641,0.00023854192,0.000067446774,0.00038817554,0.00006551546,0.00090874237,0.000046092428,0.0016423383],"category_scores_gemma":[0.003330894,0.00017314799,0.000069385525,0.0025310453,0.0018525837,0.00047991716,0.0012638842,0.00018042907,0.0003397274],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0010455842,0.0004345248,0.88909924,0.000043760385,0.000006957019,0.000080458434,0.031419545,0.0051911874,0.00034139137,0.04139946,0.019517615,0.011420253],"study_design_scores_gemma":[0.00029589894,0.0004602656,0.96293324,0.0000024978972,0.0000027618855,4.878753e-7,0.0023504584,0.006671377,0.000021034066,0.0036984421,0.02333593,0.00022758699],"about_ca_topic_score_codex":0.0027526403,"about_ca_topic_score_gemma":0.0033048517,"teacher_disagreement_score":0.073834,"about_ca_system_score_codex":0.0017985745,"about_ca_system_score_gemma":0.00019626132,"threshold_uncertainty_score":0.9992703},"labels":[],"label_agreement":null},{"id":"W3045957195","doi":"10.1007/s11625-020-00838-2","title":"Key competencies in sustainability in higher education—toward an agreed-upon reference framework","year":2020,"lang":"en","type":"article","venue":"Sustainability Science","topic":"Sustainability in Higher Education","field":"Social Sciences","cited_by":813,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Hydro-Québec; Université Laval","funders":"","keywords":"Sustainability; Employability; Sustainability science; Sustainable development; Delphi; Sustainability organizations; Political science; Engineering ethics; Knowledge management; Medical education; Pedagogy; Sociology; Engineering; Computer science; Medicine; Ecology","score_opus":0.0703343096640482,"score_gpt":0.3918574382729334,"score_spread":0.3215231286088852,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3045957195","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.85523224,0.00013470072,0.000104244034,0.13713908,0.0007098911,0.0023892554,0.000004069654,0.00022528916,0.004061259],"genre_scores_gemma":[0.99566543,0.000012401143,0.0018574946,0.0013130608,0.0003356463,0.00035320362,0.0000073801207,0.000022358186,0.0004330075],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99183714,0.0016511086,0.0009859267,0.0019260886,0.0017098408,0.0018898688],"domain_scores_gemma":[0.99180245,0.0009826337,0.00026630875,0.0014106634,0.0044817463,0.0010562057],"candidate_categories":["metaresearch","metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0076663145,0.00040551252,0.0005396986,0.00065873924,0.0009089792,0.00053635315,0.0026248323,0.00037677932,0.00056787004],"category_scores_gemma":[0.031084409,0.00044562249,0.000096206364,0.009259625,0.004955292,0.0033577548,0.0004380046,0.000954518,0.000017802055],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.000079237136,0.00081275776,0.44690412,0.00030362498,0.0000014418127,0.00000817617,0.14099278,0.00055860076,0.000020309086,0.40641892,0.000055008048,0.0038450425],"study_design_scores_gemma":[0.0001556457,0.00012553943,0.40830168,0.00002140975,0.0000043196274,3.7405795e-7,0.25072426,0.000112425354,0.000014967096,0.3200952,0.020075079,0.00036909097],"about_ca_topic_score_codex":0.02500544,"about_ca_topic_score_gemma":0.0061060134,"teacher_disagreement_score":0.14043324,"about_ca_system_score_codex":0.013568789,"about_ca_system_score_gemma":0.03131749,"threshold_uncertainty_score":0.99979955},"labels":[],"label_agreement":null},{"id":"W3046783322","doi":"10.1007/s11625-020-00837-3","title":"Exploring the social coherence of rural landscapes featuring agroforestry intercropping systems using locals’ visual assessments and perceptions","year":2020,"lang":"en","type":"article","venue":"Sustainability Science","topic":"Agroforestry and silvopastoral systems","field":"Agricultural and Biological Sciences","cited_by":19,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université de Montréal; Université Laval","funders":"Social Sciences and Humanities Research Council of Canada; Agriculture and Agri-Food Canada","keywords":"Geography; Landscape ecology; Intercropping; Sustainability; Agroforestry; Environmental resource management; Land use; Environmental planning; Ecology; Environmental science","score_opus":0.07321867876749673,"score_gpt":0.31652955328460847,"score_spread":0.24331087451711175,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3046783322","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99834853,0.000039414033,0.00012223957,0.0009242676,0.00012937284,0.00036577415,0.000006881493,0.000036110458,0.000027401373],"genre_scores_gemma":[0.9996901,0.000002676205,0.000013576235,0.000020529082,0.00023606286,0.000020898475,0.0000021487383,8.789891e-7,0.000013136232],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.998498,0.00014221415,0.00028986295,0.00028874687,0.0003908842,0.0003902473],"domain_scores_gemma":[0.9992588,0.00012331067,0.00012476719,0.00005128094,0.0003037609,0.00013804267],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000699917,0.00013636643,0.00021354103,0.000013846991,0.0011296327,0.00021126228,0.00042704487,0.00004151293,0.000008265404],"category_scores_gemma":[0.0002313608,0.000053123294,0.000052379968,0.0008772551,0.00062844885,0.00074191415,0.00032151042,0.00017740406,8.9359736e-7],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009407484,0.000092471,0.6038406,0.0004260607,0.000017379105,0.000006684554,0.0098268045,0.00073417625,0.35802904,0.00092862686,0.000021706473,0.025982374],"study_design_scores_gemma":[0.00008184096,0.00022198544,0.82093227,0.00006423486,0.000011168156,0.000011029344,0.17038648,0.00717956,0.00079454144,0.00009042805,0.000047773487,0.00017869058],"about_ca_topic_score_codex":0.0013194004,"about_ca_topic_score_gemma":0.00004452931,"teacher_disagreement_score":0.3572345,"about_ca_system_score_codex":0.00016471969,"about_ca_system_score_gemma":0.000102802136,"threshold_uncertainty_score":0.86883354},"labels":[],"label_agreement":null},{"id":"W3091753970","doi":"10.1007/s11625-020-00865-z","title":"Ambitious subsidy reform by the WTO presents opportunities for ocean health restoration","year":2020,"lang":"en","type":"article","venue":"Sustainability Science","topic":"Climate Change Policy and Economics","field":"Economics, Econometrics and Finance","cited_by":18,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia; Fisheries and Oceans Canada","funders":"Pew Charitable Trusts","keywords":"Subsidy; Fishing; Business; Sustainable development; Work (physics); International trade; Economics; Natural resource economics; Fishery; Public economics; Ecology; Biology; Engineering","score_opus":0.21994893501370272,"score_gpt":0.3184293949202232,"score_spread":0.09848045990652049,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3091753970","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.59030324,0.0004199429,0.0012693082,0.40162104,0.0002647297,0.0013371109,0.0009397505,0.000069464724,0.0037754248],"genre_scores_gemma":[0.98977226,0.00009107763,0.000050030743,0.009340918,0.00011719518,0.000054239874,0.000039365812,0.000012349969,0.00052255904],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9983902,0.000018095745,0.00050940795,0.00048683785,0.000056226258,0.00053920865],"domain_scores_gemma":[0.99888545,0.000062551,0.00029797235,0.00039378228,0.0001338979,0.00022634723],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0019280215,0.0001233716,0.0002454091,0.00008171445,0.0007333537,0.00021824185,0.00053809304,0.00004074814,0.000025796317],"category_scores_gemma":[0.00093253766,0.00011227262,0.000072162395,0.00031389602,0.0006000185,0.00070444896,0.000136853,0.000100819365,0.000013373892],"study_design_candidate":"theoretical_or_conceptual","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":[0.00015807137,0.00022504546,0.019421259,0.00086635264,0.000020923188,0.0000019169988,0.024417836,0.00021543758,0.000018679346,0.82162696,0.12902133,0.004006198],"study_design_scores_gemma":[0.0010486693,0.0008943132,0.006945595,0.000010917957,0.0000056462422,0.0000047199737,0.063104376,0.027599568,0.0003026279,0.34632182,0.55305177,0.0007099723],"about_ca_topic_score_codex":0.0019988944,"about_ca_topic_score_gemma":0.00020858324,"teacher_disagreement_score":0.4753051,"about_ca_system_score_codex":0.0013228761,"about_ca_system_score_gemma":0.00025847615,"threshold_uncertainty_score":0.5640438},"labels":[],"label_agreement":null},{"id":"W3096345286","doi":"10.1007/s11625-020-00876-w","title":"Beyond 2020: converging crises demand integrated responses","year":2020,"lang":"en","type":"article","venue":"Sustainability Science","topic":"COVID-19 impact on air quality","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":"Future Earth","funders":"","keywords":"Pandemic; Climate change; Coronavirus disease 2019 (COVID-19); 2019-20 coronavirus outbreak; Sustainable development; Global population; Landscape ecology; Population; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Natural resource economics; Economic geography; Development economics; Geography; Environmental planning; Economics; Biology; Ecology; Environmental health; Medicine; Virology; Infectious disease (medical specialty)","score_opus":0.021211483693530094,"score_gpt":0.32529798410160776,"score_spread":0.30408650040807766,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3096345286","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96093965,0.000022378284,0.0033110452,0.03313753,0.00011072624,0.0005933656,0.000015004024,0.00020559065,0.0016646999],"genre_scores_gemma":[0.99278945,0.0000032775392,0.0006932608,0.006131275,0.00002972267,0.000016742237,0.0000014571325,0.000011128988,0.00032370002],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9963331,0.00035138638,0.000396281,0.0010582001,0.0010204075,0.00084062014],"domain_scores_gemma":[0.9978308,0.0004970034,0.00012222506,0.0006714146,0.00015503538,0.0007235044],"candidate_categories":["metaresearch","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0032140035,0.0002411945,0.00025315245,0.00006291433,0.000615001,0.0002092241,0.0011225587,0.00006161916,0.0026333127],"category_scores_gemma":[0.021125361,0.0002136294,0.00008450233,0.0029069954,0.0039046942,0.0012368798,0.00095006794,0.00028360338,0.00028210515],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00054682174,0.00022063755,0.93261135,0.0001896832,0.000007780586,0.00010574785,0.01309164,0.0030561844,0.022426829,0.0012230604,0.008377434,0.01814285],"study_design_scores_gemma":[0.0007361798,0.00045028704,0.8906718,0.000011330251,0.000022484355,0.0000125662355,0.012761584,0.017371196,0.01628164,0.01952643,0.04131147,0.00084307423],"about_ca_topic_score_codex":0.0010596061,"about_ca_topic_score_gemma":0.000061660874,"teacher_disagreement_score":0.04193957,"about_ca_system_score_codex":0.0020197595,"about_ca_system_score_gemma":0.0010299325,"threshold_uncertainty_score":0.9988061},"labels":[],"label_agreement":null},{"id":"W3116945362","doi":"10.1007/s11625-020-00900-z","title":"Correction to: Ambitious subsidy reform by the WTO presents opportunities for ocean health restoration","year":2020,"lang":"en","type":"article","venue":"Sustainability Science","topic":"Coastal and Marine Management","field":"Environmental 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":"University of British Columbia; Fisheries and Oceans Canada","funders":"","keywords":"Subsidy; Political science; Sustainable development; Landscape ecology; Biology; Ecology; Law","score_opus":0.029658254773406688,"score_gpt":0.2777204862477421,"score_spread":0.2480622314743354,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3116945362","genre_codex":"commentary","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":[0.39768764,0.000015424257,0.019713214,0.54210323,0.0010483621,0.0056488127,0.00004302602,0.00022556976,0.03351469],"genre_scores_gemma":[0.9889053,0.0000030565184,0.000071750655,0.0052678753,0.00003193938,0.00006525907,0.000008855535,0.0000053946483,0.0056405813],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99843174,0.000051432606,0.00019608518,0.00043516187,0.0004891834,0.00039640488],"domain_scores_gemma":[0.9992706,0.000038188038,0.000072921124,0.00028953093,0.00007044357,0.00025829708],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010951009,0.00010260441,0.000092266455,0.000025010451,0.0007414472,0.0001205729,0.00044941614,0.000011688909,0.00004177896],"category_scores_gemma":[0.00064914854,0.000073283736,0.00003459155,0.00057648146,0.0005349467,0.0004888115,0.0017724263,0.000073646814,0.00000915373],"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":[0.000112541806,0.0001280191,0.003402645,0.00009287981,0.000002571487,0.000001763771,0.0039606253,0.0016772685,0.000331933,0.0014055627,0.69031197,0.2985722],"study_design_scores_gemma":[0.0006549796,0.002948538,0.048515894,0.000015724087,0.000016067406,0.000006422384,0.08003429,0.03114493,0.0014297364,0.027953325,0.8066208,0.0006592959],"about_ca_topic_score_codex":0.0058191037,"about_ca_topic_score_gemma":0.0013579814,"teacher_disagreement_score":0.59121764,"about_ca_system_score_codex":0.001653993,"about_ca_system_score_gemma":0.00013953571,"threshold_uncertainty_score":0.87967825},"labels":[],"label_agreement":null},{"id":"W3119619653","doi":"10.1007/s11625-020-00886-8","title":"Transdisciplinary sustainability research in real-world labs: success factors and methods for change","year":2021,"lang":"en","type":"article","venue":"Sustainability Science","topic":"Innovative Approaches in Technology and Social Development","field":"Business, Management and Accounting","cited_by":235,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"Ministerium für Wissenschaft, Forschung und Kunst Baden-Württemberg","keywords":"Sustainability; Transferability; Adaptability; Engineering ethics; Plan (archaeology); Sustainability science; Management science; Sociology; Knowledge management; Computer science; Process management; Public relations; Political science; Business; Social sustainability; Engineering; Management","score_opus":0.13995939080079858,"score_gpt":0.4693299994578484,"score_spread":0.3293706086570498,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3119619653","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9798494,0.00007298006,0.0015071458,0.013537374,0.00020641615,0.0018534178,0.0000020036864,0.000093688875,0.0028775577],"genre_scores_gemma":[0.9953805,0.000007371848,0.0035620865,0.00016219381,0.000105828556,0.0005324303,0.000009082335,0.000012745831,0.000227767],"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9970748,0.00017728528,0.00039204408,0.0009772653,0.0003886037,0.0009900437],"domain_scores_gemma":[0.99477357,0.0005569931,0.00008832735,0.00048269334,0.004071607,0.000026825803],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.017096547,0.00019559808,0.00032296148,0.0010083445,0.0012949557,0.00027151383,0.0006195047,0.00013913383,0.000015890208],"category_scores_gemma":[0.0055418783,0.000179007,0.00005275038,0.008598318,0.0033836453,0.0017499338,0.0011542074,0.0004653064,6.255105e-7],"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":[0.000043115702,0.00019408324,0.530599,0.0011891341,0.000004483283,0.000012848734,0.005152666,0.0000015429262,0.00004628624,0.43036103,0.000018900646,0.03237692],"study_design_scores_gemma":[0.00018966912,0.000012180158,0.46302545,0.000012372158,0.0000037170757,2.4617702e-7,0.048442878,0.00032229547,0.00057963096,0.48462042,0.0026276396,0.0001635023],"about_ca_topic_score_codex":0.0010982559,"about_ca_topic_score_gemma":0.0012733274,"teacher_disagreement_score":0.067573555,"about_ca_system_score_codex":0.0013936427,"about_ca_system_score_gemma":0.0011092109,"threshold_uncertainty_score":0.99932855},"labels":[],"label_agreement":null},{"id":"W3127795719","doi":"10.1007/s11625-020-00901-y","title":"Evaluating transdisciplinary research practices: insights from social network analysis","year":2021,"lang":"en","type":"article","venue":"Sustainability Science","topic":"Interdisciplinary Research and Collaboration","field":"Decision Sciences","cited_by":42,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo; Government of Northwest Territories; Memorial University of Newfoundland; Global Institute for Water Security; Wildlife Conservation Society Canada; University of Saskatchewan","funders":"Social Sciences and Humanities Research Council of Canada; Parks Canada","keywords":"Social network analysis; Sustainability; Interim; Management science; Knowledge management; Diversity (politics); Data science; Environmental resource management; Computer science; Sociology; Political science; Ecology; Engineering; Social science; Social capital","score_opus":0.34106290868305206,"score_gpt":0.610708107938462,"score_spread":0.2696451992554099,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3127795719","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9721688,0.00024541304,0.003021055,0.017002173,0.00027633674,0.00051652675,0.000017555187,0.000039512324,0.0067126057],"genre_scores_gemma":[0.9951783,0.0000018969849,0.0018247464,0.000064722175,0.000521523,0.00007174432,0.000019222465,0.000007806751,0.0023100635],"study_design_codex":"qualitative","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9815742,0.0046505034,0.00093782187,0.0020978379,0.009478935,0.0012607236],"domain_scores_gemma":[0.9639702,0.006843321,0.0005221579,0.0019388843,0.02628648,0.00043896004],"candidate_categories":["metaresearch","bibliometrics","sts","scholarly_communication"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.039928004,0.00018623385,0.00046186397,0.001013785,0.0057479283,0.002640574,0.0024801672,0.00012771568,0.0007184216],"category_scores_gemma":[0.06172095,0.00014759469,0.00027529776,0.046489738,0.0026567173,0.002833757,0.0017675624,0.0007499506,0.00010554398],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0037193196,0.0033820588,0.1842123,0.0001539063,0.0008682042,0.0015428804,0.3904818,0.09276176,0.03353992,0.13853115,0.017632598,0.1331741],"study_design_scores_gemma":[0.00021327118,0.00022413308,0.14162605,0.0000053729027,0.00005473193,0.0000016088145,0.1804769,0.054008193,0.0005796751,0.6214717,0.00114397,0.00019441229],"about_ca_topic_score_codex":0.00015457775,"about_ca_topic_score_gemma":0.0035696146,"teacher_disagreement_score":0.48294052,"about_ca_system_score_codex":0.001174523,"about_ca_system_score_gemma":0.010347211,"threshold_uncertainty_score":0.9983948},"labels":[],"label_agreement":null},{"id":"W3147433407","doi":"10.1007/s11625-021-00940-z","title":"Building up an ecologically sustainable and socially desirable post-COVID-19 future","year":2021,"lang":"en","type":"article","venue":"Sustainability Science","topic":"Climate Change and Health Impacts","field":"Environmental Science","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Koneen Säätiö; Jyväskylän Yliopisto; Academy of Finland; Biodiversa+","keywords":"Sustainability; Coronavirus disease 2019 (COVID-19); Sustainable development; Humanity; Environmental crisis; Environmental ethics; Environmental justice; Environmental resource management; 2019-20 coronavirus outbreak; Political science; Environmental planning; Economic system; Economics; Ecology; Geography; Biology","score_opus":0.032108604792313464,"score_gpt":0.3517527875402217,"score_spread":0.31964418274790823,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3147433407","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95959795,0.00012243069,0.0003020361,0.037166912,0.00017086112,0.00062659965,0.0000063066973,0.000102744416,0.0019041743],"genre_scores_gemma":[0.9861088,0.000062658706,0.0044890707,0.0075175427,0.00011797766,0.000035324956,0.000005025154,0.000012657821,0.0016509815],"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9963342,0.00020044127,0.00028524362,0.0010450156,0.00062083505,0.0015142695],"domain_scores_gemma":[0.99744725,0.00016679731,0.000099739525,0.0005573633,0.0003880686,0.001340755],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0036208404,0.00020711406,0.00024017807,0.00008153245,0.002219697,0.00037229477,0.00054921285,0.00013779201,0.0014912859],"category_scores_gemma":[0.006264308,0.00018813265,0.000046159163,0.0014772924,0.0016893132,0.0016481435,0.000998501,0.00024501394,0.000016839398],"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":[0.00038639703,0.0014486501,0.5358351,0.0022958834,0.000010830914,0.0018781224,0.0498539,0.0018538791,0.030054303,0.28006804,0.00493547,0.09137943],"study_design_scores_gemma":[0.0007075614,0.00064202514,0.42613497,0.0000074302006,0.000017533472,0.00010522656,0.10511491,0.0004767118,0.0010262161,0.42744127,0.037694067,0.0006320941],"about_ca_topic_score_codex":0.0013311948,"about_ca_topic_score_gemma":0.0014205341,"teacher_disagreement_score":0.14737323,"about_ca_system_score_codex":0.0035302397,"about_ca_system_score_gemma":0.004037352,"threshold_uncertainty_score":0.9994215},"labels":[],"label_agreement":null},{"id":"W3154364592","doi":"10.1007/s11625-021-00952-9","title":"The transformation of provisioning systems from an integrated perspective of social metabolism and political economy: a conceptual framework","year":2021,"lang":"en","type":"article","venue":"Sustainability Science","topic":"Water Governance and Infrastructure","field":"Social Sciences","cited_by":60,"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":"European Research Council; Ministerio de Economía y Competitividad; Austrian Science Fund; European Commission","keywords":"Provisioning; Conceptualization; Sustainability; Context (archaeology); Politics; Business; Economic system; Environmental economics; Computer science; Economics; Political science; Ecology; Telecommunications; Biology","score_opus":0.0076903293434633785,"score_gpt":0.3032919708113738,"score_spread":0.29560164146791046,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3154364592","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9882259,0.00019710245,0.0012736216,0.006105776,0.00015347391,0.00030812257,0.000034250526,0.000013039441,0.003688748],"genre_scores_gemma":[0.9996627,0.000003875024,0.00018024717,0.000044263572,0.000077793564,0.0000064765086,0.0000014441335,0.000002187687,0.000021029948],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","domain_scores_codex":[0.9985517,0.00028903515,0.0002476595,0.0002427204,0.00034529387,0.0003235907],"domain_scores_gemma":[0.99758357,0.00022538121,0.00011990345,0.00015328458,0.0018238035,0.000094055045],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0011419042,0.00007015689,0.0001793086,0.000028138578,0.0008147001,0.000164849,0.00028110354,0.0000811689,0.000012813137],"category_scores_gemma":[0.0022745617,0.000050190334,0.000038288326,0.00050638145,0.0054850904,0.0009375847,0.000045250294,0.00015653312,1.18132e-7],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000012863319,0.000013804212,0.00090696337,0.0000098672435,0.0000038883086,2.766587e-7,0.14517139,0.0000064515298,0.000082377,0.85313994,0.000002801564,0.00064940366],"study_design_scores_gemma":[0.00007775438,0.000023899574,0.017553166,0.000008992296,0.000007768165,2.4112188e-7,0.66248673,0.00018786578,0.0010680673,0.31606054,0.0024735068,0.000051487885],"about_ca_topic_score_codex":0.008473615,"about_ca_topic_score_gemma":0.0003241176,"teacher_disagreement_score":0.5370794,"about_ca_system_score_codex":0.00042973497,"about_ca_system_score_gemma":0.002902577,"threshold_uncertainty_score":0.99812907},"labels":[],"label_agreement":null},{"id":"W3161468670","doi":"10.1007/s11625-021-00960-9","title":"Decolonizing transformations through ‘right relations’","year":2021,"lang":"en","type":"article","venue":"Sustainability Science","topic":"Community Health and Development","field":"Health Professions","cited_by":87,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Health Sciences Centre; University of Northern British Columbia","funders":"Centro de Investigação em Ciências Sociais; Universitetet i Oslo; Fundação para a Ciência e a Tecnologia; Faculdade de Ciências e Tecnologia, Universidade Nova de Lisboa; Ministério da Ciência, Tecnologia e Ensino Superior; Universidade Nova de Lisboa; Norges Forskningsråd","keywords":"Indigenous; Conceptualization; Decolonization; Sociology; Reflexivity; Environmental ethics; Context (archaeology); Epistemology; Political science; Social science; Ecology; Law; Geography","score_opus":0.04914021786890821,"score_gpt":0.45896675050204583,"score_spread":0.4098265326331376,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3161468670","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.76157665,0.00023213851,0.012791222,0.0826765,0.0009055023,0.0018787839,0.0000090387675,0.00023446104,0.13969572],"genre_scores_gemma":[0.98557687,0.000024482288,0.0075325617,0.0032103006,0.000035953646,0.00018504182,0.000011597657,0.000006273036,0.0034168984],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99740356,0.00047506616,0.0005558429,0.0003069679,0.0004250614,0.00083349546],"domain_scores_gemma":[0.99599063,0.000870737,0.00009038256,0.0006655278,0.0021472978,0.00023544615],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0027570296,0.000100522055,0.00015615352,0.00010564962,0.006495666,0.00003183967,0.00034687627,0.00009019981,0.0010889472],"category_scores_gemma":[0.0053114924,0.00009412661,0.000043012325,0.0020676753,0.000446006,0.00093721,0.00023628012,0.00066771696,0.00020125801],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003964351,0.00039315835,0.27735358,0.0013499206,0.000009259929,0.000032232536,0.1759268,0.00016124472,0.00013463286,0.52384883,0.007383127,0.013367553],"study_design_scores_gemma":[0.0005771716,0.000033068598,0.277094,0.000067019675,0.000007915982,0.000006639294,0.08905923,0.00040456178,0.00022788868,0.25889468,0.37338784,0.00023996999],"about_ca_topic_score_codex":0.00030498087,"about_ca_topic_score_gemma":0.001157719,"teacher_disagreement_score":0.3660047,"about_ca_system_score_codex":0.002237736,"about_ca_system_score_gemma":0.019872384,"threshold_uncertainty_score":0.99982417},"labels":[],"label_agreement":null},{"id":"W3161594906","doi":"10.1007/s11625-021-00969-0","title":"Scenario planning tools for mitigating industrial impacts on First Nations subsistence economies in British Columbia, Canada","year":2021,"lang":"en","type":"article","venue":"Sustainability Science","topic":"Environmental and Social Impact Assessments","field":"Environmental Science","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Assembly of First Nations; University of Saskatchewan","funders":"Ministry of Forests, Lands and Natural Resource Operations","keywords":"Subsistence agriculture; Government (linguistics); Sustainable development; Environmental resource management; Pipeline (software); Environmental planning; Business; Economy; Geography; Economics; Political science; Engineering; Archaeology; Agriculture","score_opus":0.020334624923235036,"score_gpt":0.2665984144718596,"score_spread":0.24626378954862457,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3161594906","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9947743,0.00000911396,0.000010450707,0.0008918612,0.00020337228,0.0006134141,0.000048253674,0.000013130101,0.0034360925],"genre_scores_gemma":[0.99886537,0.0000028832726,0.0002448972,0.0002516441,0.000033954806,0.000074715965,0.000009790767,0.0000075637645,0.0005091676],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9978927,0.000054398257,0.00031000262,0.0005779453,0.0004808043,0.0006841509],"domain_scores_gemma":[0.99877435,0.00061178824,0.00009974674,0.00024267953,0.00004280239,0.00022862563],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0007899887,0.00010651748,0.00018101202,0.000027277256,0.0015922767,0.0007781779,0.0003618652,0.00006399068,0.00024592553],"category_scores_gemma":[0.0061832615,0.00016749273,0.00004819846,0.00079244643,0.00077850453,0.001158302,0.00025876547,0.00018534466,0.0000026698754],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000037792151,0.00009219402,0.9919979,0.00002087588,0.0000020221487,0.00003225159,0.00053216674,0.0037392986,0.000094023104,0.000024803589,0.0002069405,0.003253769],"study_design_scores_gemma":[0.0004193139,0.00006711552,0.98294485,0.000059808553,0.0000033935316,0.000005266586,0.013484894,0.00031871707,0.00034092,0.0006667819,0.0014689779,0.00021997116],"about_ca_topic_score_codex":0.8191486,"about_ca_topic_score_gemma":0.9945951,"teacher_disagreement_score":0.17544651,"about_ca_system_score_codex":0.007523806,"about_ca_system_score_gemma":0.0016929196,"threshold_uncertainty_score":0.9997075},"labels":[],"label_agreement":null},{"id":"W3161789072","doi":"10.1007/s11625-021-00963-6","title":"Alternative futures for global biological invasions","year":2021,"lang":"en","type":"article","venue":"Sustainability Science","topic":"Species Distribution and Climate Change","field":"Environmental Science","cited_by":57,"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":"Agencia Estatal de Investigación; Comisión Nacional de Investigación Científica y Tecnológica; Deutsches Zentrum für integrative Biodiversitätsforschung Halle-Jena-Leipzig; Bundesministerium für Bildung und Forschung; Austrian Science Fund; Agence Nationale de la Recherche; Deutsche Forschungsgemeinschaft; Sight Research UK; Natural Environment Research Council; Biodiversa+; Pan-Massachusetts Challenge; National Science Foundation","keywords":"Futures contract; Climate change; Scenario planning; Socioeconomic status; Environmental resource management; Biodiversity; Biosecurity; Scenario analysis; Environmental planning; Ecology; Geography; Business; Biology; Economics; Sociology","score_opus":0.05932503844458624,"score_gpt":0.32158732545608465,"score_spread":0.2622622870114984,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3161789072","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9808337,0.000023770044,0.0019622263,0.002804669,0.00021956598,0.00031466142,0.00008046477,0.000041450025,0.01371946],"genre_scores_gemma":[0.9988223,0.0000073616784,0.000374454,0.0005199595,0.000023578474,0.000048929618,0.0000145774275,0.0000016394706,0.00018719927],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9985699,0.000039269093,0.00012596454,0.0005174625,0.00030948772,0.0004378946],"domain_scores_gemma":[0.9992797,0.000055487286,0.000035305755,0.00028223594,0.00018457213,0.0001627295],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000514836,0.00008856519,0.00009375934,0.000009525214,0.0005637603,0.00007891634,0.00038756285,0.000039474024,0.008203116],"category_scores_gemma":[0.0025159079,0.00007111991,0.00006861316,0.0008703714,0.0016490496,0.00022418344,0.0004918183,0.000050879407,0.000069527545],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005481076,0.00056793477,0.5001538,0.000030414454,0.0000057059992,0.000034273602,0.00069653464,0.00019617431,0.006564197,0.47017193,0.00665737,0.014866859],"study_design_scores_gemma":[0.00033368665,0.00011850241,0.789467,0.0000020395928,0.000004596886,0.00001151299,0.025118638,0.00024379397,0.008218284,0.12446249,0.051784102,0.00023538075],"about_ca_topic_score_codex":0.00012984694,"about_ca_topic_score_gemma":0.00042991474,"teacher_disagreement_score":0.34570944,"about_ca_system_score_codex":0.002491563,"about_ca_system_score_gemma":0.0001914258,"threshold_uncertainty_score":0.9927035},"labels":[],"label_agreement":null},{"id":"W3167784807","doi":"10.1007/s11625-021-00983-2","title":"Game of Cruxes: co-designing a game for scientists and stakeholders for identifying joint problems","year":2021,"lang":"en","type":"article","venue":"Sustainability Science","topic":"Interdisciplinary Research and Collaboration","field":"Decision Sciences","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Campbell Family Mental Health Research Institute; Eidgenössische Technische Hochschule Zürich; Agence Nationale de la Recherche; University of Michigan; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; National Science Foundation","keywords":"Citizen journalism; Stakeholder; Legitimacy; Transdisciplinarity; Sociology; Public relations; Management science; Computer science; Political science; Social science; Engineering","score_opus":0.337579609094446,"score_gpt":0.4951988373323175,"score_spread":0.1576192282378715,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3167784807","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7474259,0.0001314143,0.24794286,0.0019678574,0.00020526083,0.001981496,0.000056366895,0.000019566061,0.00026924995],"genre_scores_gemma":[0.9931451,0.0000015333328,0.0048611755,0.00003177799,0.000030832434,0.0002018666,0.000005030782,0.0000074038758,0.0017152922],"study_design_codex":"bench_or_experimental","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99533844,0.00018232872,0.000739723,0.0011150142,0.0018899419,0.0007345397],"domain_scores_gemma":[0.9881358,0.0011731891,0.00028079867,0.00069053087,0.009476019,0.00024364433],"candidate_categories":["metaresearch","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.015934518,0.00013838198,0.00032366233,0.0005157046,0.000770105,0.0012883553,0.0007360649,0.000044336626,0.000022136384],"category_scores_gemma":[0.024501538,0.000114592345,0.00012796842,0.0031283812,0.0021486725,0.0015751541,0.0003944593,0.00009616803,0.0000019420797],"study_design_candidate":"bench_or_experimental","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":[0.0009981135,0.0010122334,0.022759806,0.0042375717,0.000051931864,0.000043665554,0.058091123,0.0050869226,0.6988435,0.07208158,0.0048105535,0.13198303],"study_design_scores_gemma":[0.0012521673,0.0008993661,0.016914392,0.00011391262,0.000013662081,0.000016965101,0.082954235,0.03793004,0.12721543,0.7295819,0.0027658832,0.00034202964],"about_ca_topic_score_codex":0.000011164799,"about_ca_topic_score_gemma":0.000115596,"teacher_disagreement_score":0.6575003,"about_ca_system_score_codex":0.00036552825,"about_ca_system_score_gemma":0.003553421,"threshold_uncertainty_score":0.9997484},"labels":[],"label_agreement":null},{"id":"W3171305677","doi":"10.1007/s11625-021-00965-4","title":"Finding shared meaning in the Anthropocene: engaging diverse perspectives on climate change","year":2021,"lang":"en","type":"article","venue":"Sustainability Science","topic":"Climate Change Communication and Perception","field":"Social Sciences","cited_by":26,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Spinal Cord Injury BC","funders":"Norges Forskningsråd; Universitetet i Oslo","keywords":"Sociology; Climate change; Transformative learning; Meaning (existential); Epistemology; Sustainability; Environmental ethics; Anthropocene; Meaning-making; Action (physics); Psychology; Ecology","score_opus":0.3932121115572771,"score_gpt":0.49037547782059954,"score_spread":0.09716336626332245,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3171305677","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.90907776,0.00013993778,0.00001127609,0.02830129,0.00017975114,0.00050292007,0.0000075141475,0.00006245449,0.0617171],"genre_scores_gemma":[0.99797654,0.0013439966,0.00008289622,0.000435372,0.000089145025,0.000040422605,0.0000034787784,0.0000036655251,0.000024491916],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.997598,0.0007642066,0.00013938904,0.0003971709,0.0005801112,0.0005211101],"domain_scores_gemma":[0.9985125,0.00037042418,0.000056969828,0.00049150153,0.00049912184,0.000069471454],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0055156206,0.00008486367,0.000095475516,0.00014745608,0.0030289106,0.00034928328,0.0007025843,0.000040662857,0.00036882062],"category_scores_gemma":[0.0042972146,0.000072791285,0.000046297064,0.0019170711,0.0015010091,0.0007739157,0.00024594058,0.00025826224,0.000013649264],"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":[0.000008078503,0.00012916462,0.052858595,0.000022614986,5.932972e-7,0.000011372245,0.8227755,0.000007698072,0.000058109195,0.10394948,0.00001387094,0.020164935],"study_design_scores_gemma":[0.00009517892,0.000015588917,0.118258424,0.00002870872,0.0000020307516,7.678355e-7,0.8766041,0.0001467467,0.000015698224,0.0029872137,0.001753943,0.00009159862],"about_ca_topic_score_codex":0.0011494193,"about_ca_topic_score_gemma":0.002617228,"teacher_disagreement_score":0.10096227,"about_ca_system_score_codex":0.0012025061,"about_ca_system_score_gemma":0.00037064543,"threshold_uncertainty_score":0.998269},"labels":[],"label_agreement":null},{"id":"W3178266678","doi":"10.1007/s11625-021-00996-x","title":"Learning from knowledge co-production research and practice in the twenty-first century: global lessons and what they mean for collaborative research in Nunatsiavut","year":2021,"lang":"en","type":"article","venue":"Sustainability Science","topic":"Indigenous Studies and Ecology","field":"Health Professions","cited_by":134,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Dalhousie University","funders":"Division of Arctic Sciences; Canada First Research Excellence Fund; Ocean Frontier Institute; Dalhousie University","keywords":"Knowledge management; Context (archaeology); Sustainability; Sociology; Computer science; Ecology; Geography","score_opus":0.18185551991557292,"score_gpt":0.5479305510897698,"score_spread":0.36607503117419693,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3178266678","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8897622,0.0030135263,0.0000038728085,0.10031921,0.00036434352,0.0031187665,0.0000096564945,0.000010079139,0.0033983162],"genre_scores_gemma":[0.9958727,0.0031344837,0.00011382205,0.00009395523,0.00011782634,0.0005227572,0.0000056935774,0.0000059344193,0.00013286958],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.99107057,0.0054953233,0.0003211226,0.0008947637,0.00056992663,0.001648311],"domain_scores_gemma":[0.97776496,0.013646593,0.000093688,0.00045902433,0.007922141,0.00011359716],"candidate_categories":["metaresearch","sts"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.046698123,0.00010715222,0.00022386744,0.00019657298,0.01219776,0.00023029013,0.0003241177,0.00013186022,0.000008042443],"category_scores_gemma":[0.0479552,0.00008330878,0.000013025298,0.0030049228,0.0021285648,0.0010251482,0.00078839046,0.0013074885,0.0000051190514],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00036110982,0.00039627802,0.14287889,0.00032483332,0.0000067304745,0.0000228846,0.8266464,0.000027811031,0.000037618243,0.023987995,0.00030808113,0.005001368],"study_design_scores_gemma":[0.00037471866,0.00024749397,0.06805815,0.00006477428,0.0000027469137,0.0000029441114,0.8732019,0.000055104832,0.000008518583,0.030741842,0.027171968,0.00006981824],"about_ca_topic_score_codex":0.010661449,"about_ca_topic_score_gemma":0.30059552,"teacher_disagreement_score":0.28993407,"about_ca_system_score_codex":0.0033970021,"about_ca_system_score_gemma":0.0058675436,"threshold_uncertainty_score":0.99976826},"labels":[{"model":"gemma","categories":["sts"],"domain":null,"study_design":"qualitative","genre":"empirical","about_ca_system":true,"about_ca_topic":true,"confidence":"low"},{"model":"gpt","categories":["metaresearch","sts"],"domain":"methods","study_design":"qualitative","genre":"empirical","about_ca_system":true,"about_ca_topic":true,"confidence":"low"}],"label_agreement":"split"},{"id":"W3192076633","doi":"10.1007/s11625-021-01000-2","title":"Creative, embodied practices, and the potentialities for sustainability transformations","year":2021,"lang":"en","type":"article","venue":"Sustainability Science","topic":"Environmental Education and Sustainability","field":"Environmental Science","cited_by":74,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Health Sciences Centre; University of Northern British Columbia","funders":"Fundação para a Ciência e a Tecnologia; Universität Osnabrück; Norges Forskningsråd","keywords":"Embodied cognition; Performative utterance; Sustainability; Sociology; The arts; Meaning (existential); Environmental ethics; Engineering ethics; Epistemology; Political science; Ecology; Engineering","score_opus":0.010336057636571229,"score_gpt":0.29753910539916034,"score_spread":0.2872030477625891,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3192076633","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9087341,0.00015189417,0.005379519,0.06288242,0.0001756819,0.0033619448,0.000021566213,0.000072256415,0.019220648],"genre_scores_gemma":[0.99402624,0.00002711949,0.0013049059,0.0006118322,0.00002220802,0.00048406565,0.0000086349255,0.000009330103,0.0035056325],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.996968,0.00043419623,0.00044598232,0.0008537187,0.00061631034,0.00068181043],"domain_scores_gemma":[0.9973831,0.0007405914,0.00024155878,0.0008649936,0.0005281167,0.00024164104],"candidate_categories":["metaresearch","sts"],"consensus_categories":["sts"],"category_scores_codex":[0.005048505,0.00021251559,0.00025665277,0.000047322068,0.0019351887,0.0003057811,0.00049866614,0.00006547797,0.0006279446],"category_scores_gemma":[0.01817514,0.00015782536,0.00013329867,0.00092631654,0.010355979,0.0013851728,0.00043147258,0.0002104898,0.0000062970425],"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":[0.0011917219,0.002125385,0.32301536,0.001386455,0.000055127646,0.000013936526,0.075754255,0.0022476711,0.00060982106,0.5335097,0.001755891,0.05833469],"study_design_scores_gemma":[0.0017345294,0.00007947185,0.23018493,0.0000035626429,0.000058523863,0.000025451178,0.1836582,0.0027567868,0.0010064217,0.5481419,0.03199526,0.00035499668],"about_ca_topic_score_codex":0.0011910948,"about_ca_topic_score_gemma":0.00024370087,"teacher_disagreement_score":0.107903935,"about_ca_system_score_codex":0.0023030653,"about_ca_system_score_gemma":0.0012489185,"threshold_uncertainty_score":0.99936414},"labels":[],"label_agreement":null},{"id":"W3203095645","doi":"10.1007/s11625-021-01035-5","title":"Common ground: integrated landscape approaches and small and medium forest enterprises for vibrant forest landscapes","year":2021,"lang":"en","type":"article","venue":"Sustainability Science","topic":"Forest Management and Policy","field":"Environmental Science","cited_by":9,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Landscape ecology; Nature Conservation; Sustainable development; Geography; Agroforestry; Environmental resource management; Ecology; Environmental science; Biology; Habitat","score_opus":0.014184295320118046,"score_gpt":0.23565499406367657,"score_spread":0.22147069874355851,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3203095645","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99356014,0.000114105955,0.0005722652,0.0023187876,0.000074029354,0.0006240751,0.000010386302,0.00004671105,0.0026794998],"genre_scores_gemma":[0.9977357,0.000024390103,0.001066025,0.00015768236,0.000031508025,0.000051204886,0.000020108162,0.000010125236,0.00090327795],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9982605,0.000054571647,0.00021639936,0.00065843057,0.00026533296,0.0005447748],"domain_scores_gemma":[0.9991326,0.00018959375,0.000064563275,0.00035666805,0.00005600656,0.00020056833],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009215266,0.00019060807,0.00020925846,0.00008319823,0.0004553418,0.00029530373,0.00035157657,0.00005471388,0.00009157381],"category_scores_gemma":[0.00058521505,0.00015315384,0.000044018663,0.00059575494,0.0013488292,0.0005400922,0.00069998036,0.000103166174,0.000006381963],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000051861924,0.00008967716,0.98803765,0.00016271908,0.0000058331652,0.000008055108,0.0013789438,0.00036078176,0.000072138115,0.0025668836,0.00040082098,0.0068646604],"study_design_scores_gemma":[0.000660704,0.00019962538,0.9352479,0.000016316082,0.000029203626,0.00001880955,0.004072176,0.025927916,0.00016253415,0.020175567,0.013166123,0.00032313442],"about_ca_topic_score_codex":0.0008297195,"about_ca_topic_score_gemma":0.007397833,"teacher_disagreement_score":0.052789733,"about_ca_system_score_codex":0.00013850704,"about_ca_system_score_gemma":0.00012000629,"threshold_uncertainty_score":0.62454325},"labels":[],"label_agreement":null},{"id":"W3203561869","doi":"10.1007/s11625-021-01037-3","title":"Business models for the Anthropocene: accelerating sustainability transformations in the private sector","year":2021,"lang":"en","type":"article","venue":"Sustainability Science","topic":"Sustainability and Climate Change Governance","field":"Environmental Science","cited_by":42,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"Social Sciences and Humanities Research Council","keywords":"Transformational leadership; Sustainability; Private sector; Transformative learning; Business model; Anthropocene; Sustainable development; Business transformation; Conceptualization; Environmental resource management; Business; Sociology; Political science; Economics; Environmental ethics; Public relations; Economic growth; Marketing; Ecology; Computer science; Business relationship management","score_opus":0.03203769296440313,"score_gpt":0.290551468065357,"score_spread":0.25851377510095386,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3203561869","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.93758816,0.00019202939,0.0156236235,0.042072374,0.00018175333,0.003097999,0.000027974149,0.000052229538,0.0011638755],"genre_scores_gemma":[0.99770576,0.000057375568,0.0005699845,0.0008174346,0.000043640008,0.0007062452,0.0000057012544,0.000012592534,0.00008127623],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.99617743,0.00027711742,0.00052943866,0.0009003771,0.00096738536,0.0011482592],"domain_scores_gemma":[0.99638623,0.001068398,0.00013538112,0.0013381842,0.0009688497,0.00010297167],"candidate_categories":["sts"],"consensus_categories":["sts"],"category_scores_codex":[0.005436864,0.0002609844,0.00023840366,0.000049034246,0.0021684482,0.00041310888,0.0016093325,0.00008462564,0.00024092557],"category_scores_gemma":[0.005512256,0.00016784634,0.00013040451,0.004417263,0.0034907318,0.0021844283,0.00043870806,0.00032579014,0.0000034678726],"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":[0.00032712554,0.0027504205,0.20631577,0.0023453247,0.000023304987,0.00008368331,0.15541938,0.4930818,0.0008269243,0.099643774,0.0010148323,0.038167655],"study_design_scores_gemma":[0.0007338077,0.000074160525,0.39025468,0.000015876654,0.000029496598,0.000025753914,0.1852098,0.059639398,0.0010782987,0.35770968,0.004760597,0.00046848226],"about_ca_topic_score_codex":0.0007686485,"about_ca_topic_score_gemma":0.0011410207,"teacher_disagreement_score":0.4334424,"about_ca_system_score_codex":0.0032405276,"about_ca_system_score_gemma":0.0013444975,"threshold_uncertainty_score":0.9992212},"labels":[],"label_agreement":null},{"id":"W3204417470","doi":"10.1007/s11625-021-01043-5","title":"Crisis, transformation, and agency: Why are people going back-to-the-land in Greece?","year":2021,"lang":"en","type":"article","venue":"Sustainability Science","topic":"Rural development and sustainability","field":"Agricultural and Biological Sciences","cited_by":38,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"Social Sciences and Humanities Research Council of Canada; Pierre Elliott Trudeau Foundation","keywords":"Agency (philosophy); Livelihood; Anticipation (artificial intelligence); Sociology; Social transformation; Political economy; Social change; Political science; Economic geography; Economic system; Economics; Social science; Geography; Agriculture; Law","score_opus":0.009207733625436792,"score_gpt":0.22670412828512107,"score_spread":0.2174963946596843,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3204417470","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.91141903,0.000100759775,0.000036440357,0.087484635,0.00007603604,0.00053743547,0.0000058994997,0.000024161338,0.00031559],"genre_scores_gemma":[0.99871486,0.000023429198,0.00009210453,0.00088706706,0.00002858578,0.000033129923,0.0000058791557,6.3271216e-7,0.00021430051],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99793124,0.00015524504,0.00032298113,0.0005852484,0.00041676153,0.0005885193],"domain_scores_gemma":[0.9987174,0.00016160916,0.000051123774,0.00015353103,0.0007283565,0.0001879331],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0019008729,0.00014792706,0.00019376168,0.000035565692,0.0006787092,0.00026151192,0.00042626474,0.000053667212,0.00013187011],"category_scores_gemma":[0.0011873367,0.00005941374,0.000048076672,0.002848884,0.00026408007,0.0006565831,0.00021940118,0.00014599858,0.000012939671],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000026439071,0.00009677285,0.94913274,0.00011745869,0.0000016602223,0.000013931386,0.0077860854,0.00004708092,0.00144233,0.0005810618,0.0011959613,0.039558496],"study_design_scores_gemma":[0.00008961252,0.00003956213,0.958579,0.00000940125,0.0000020469492,0.000007073397,0.012660104,0.00017042842,0.0006129385,0.016265698,0.011390664,0.00017346721],"about_ca_topic_score_codex":0.00093799585,"about_ca_topic_score_gemma":0.017068937,"teacher_disagreement_score":0.08729582,"about_ca_system_score_codex":0.00030526592,"about_ca_system_score_gemma":0.0002488538,"threshold_uncertainty_score":0.95248675},"labels":[],"label_agreement":null},{"id":"W3205900442","doi":"10.1007/s11625-021-01050-6","title":"On the discovery and enactment of positive socio-ecological tipping points: insights from energy systems interventions in Bangladesh and Indonesia","year":2021,"lang":"en","type":"article","venue":"Sustainability Science","topic":"Sustainability and Climate Change Governance","field":"Environmental Science","cited_by":59,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"South Health Campus","funders":"Horizon 2020 Framework Programme","keywords":"Tipping point (physics); Causal loop diagram; Transformational leadership; Psychological intervention; Transformative learning; Sustainability; Ecological systems theory; Scenario planning; Leverage (statistics); Systems thinking; Norm (philosophy); Sociology; Normative; Environmental resource management; Business; Ecology; Political science; System dynamics; Public relations; Economics; Social psychology; Computer science; Psychology; Marketing; Engineering","score_opus":0.01306794694031521,"score_gpt":0.24480596076559863,"score_spread":0.23173801382528342,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3205900442","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9964879,0.00046349855,0.00013447637,0.0022282836,0.00006088158,0.0003270204,0.000018058341,0.0000070888736,0.00027279303],"genre_scores_gemma":[0.9995731,0.00006437077,0.000021522024,0.00019727174,0.000008577086,0.0000573705,0.0000032063103,0.0000036473125,0.00007095238],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99813116,0.00031051016,0.00028651423,0.00059510255,0.00037884308,0.00029789069],"domain_scores_gemma":[0.99873143,0.0006556049,0.00011866655,0.0003361527,0.00008290384,0.00007523483],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007523256,0.00012913972,0.00019591505,0.000040902898,0.0002778224,0.00011822011,0.00024701245,0.00005987165,0.000054018863],"category_scores_gemma":[0.0012851169,0.00009224304,0.000053078027,0.0005974122,0.0022137784,0.0004684025,0.0006905578,0.0001302203,7.8278106e-7],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00018593253,0.0019289661,0.7690919,0.00041024596,0.000027058199,0.00015467944,0.030796984,0.0013058168,0.003867316,0.19007424,0.00007832343,0.0020785572],"study_design_scores_gemma":[0.00023177722,0.00013965376,0.8674177,0.000085200394,0.000006357352,0.000004218201,0.0713347,0.0005184409,0.00069548324,0.059406,0.000035805235,0.00012466514],"about_ca_topic_score_codex":0.0014573364,"about_ca_topic_score_gemma":0.0006459383,"teacher_disagreement_score":0.13066824,"about_ca_system_score_codex":0.0011860632,"about_ca_system_score_gemma":0.00013283134,"threshold_uncertainty_score":0.8156759},"labels":[],"label_agreement":null},{"id":"W3206628275","doi":"10.1007/s11625-021-01048-0","title":"A framework for assessing coupling and de-coupling trajectories in river social-ecological systems","year":2021,"lang":"en","type":"article","venue":"Sustainability Science","topic":"Land Use and Ecosystem Services","field":"Environmental Science","cited_by":36,"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":"Office of Experimental Program to Stimulate Competitive Research; Universidad de Almería; Idaho State University; National Science Foundation","keywords":"Coupling (piping); Ecological systems theory; Ecology; Trajectory; Computer science; Physics; Biology; Engineering","score_opus":0.01726122088219881,"score_gpt":0.2992452442695858,"score_spread":0.281984023387387,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3206628275","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99407357,0.00009911452,0.0047709476,0.00045719862,0.00014561937,0.0003424634,0.0000020161822,0.000029754981,0.000079324505],"genre_scores_gemma":[0.99769497,0.0000042438605,0.002129913,0.000048580405,0.00004683208,0.00005833551,7.7172905e-7,0.0000052568716,0.000011082531],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99837995,0.000028707522,0.00022462202,0.0005343118,0.00026416473,0.00056825904],"domain_scores_gemma":[0.99921435,0.00037226465,0.0000664797,0.00016315185,0.000084847044,0.00009889723],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0021616614,0.00010787315,0.00019824329,0.000034481014,0.0007097455,0.0003362142,0.0002275783,0.000104032704,0.000030317899],"category_scores_gemma":[0.0010355071,0.00009160667,0.00003387664,0.0007390407,0.00034840626,0.0006604916,0.00024285718,0.00013345243,0.0000019622435],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008322077,0.00007338163,0.9748062,0.00026058516,0.0000017440132,0.000017604745,0.0027198903,0.018451406,0.00042527184,0.0028942223,0.0000029460905,0.00033845525],"study_design_scores_gemma":[0.00016677205,0.000023714018,0.77534395,0.000035395577,0.0000070816604,0.0000068149507,0.013674953,0.17897616,0.00020903863,0.031265438,0.00011693423,0.00017372755],"about_ca_topic_score_codex":0.0005034094,"about_ca_topic_score_gemma":0.0002916434,"teacher_disagreement_score":0.1994622,"about_ca_system_score_codex":0.00092982786,"about_ca_system_score_gemma":0.00026635057,"threshold_uncertainty_score":0.54588604},"labels":[],"label_agreement":null},{"id":"W4205517127","doi":"10.1007/s11625-021-01081-z","title":"An integrative framework for transformative social change: a case in global wildlife trade","year":2022,"lang":"en","type":"article","venue":"Sustainability Science","topic":"Conservation, Biodiversity, and Resource Management","field":"Environmental Science","cited_by":61,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"Social Sciences and Humanities Research Council of Canada; University of British Columbia; Canada Research Chairs","keywords":"Transformative learning; Action (physics); Sustainability; Social change; Scope (computer science); Collective action; Political science; Sociology; Ecology; Biology; Computer science","score_opus":0.01702657997043212,"score_gpt":0.2995293528608049,"score_spread":0.2825027728903728,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4205517127","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9831326,0.0000052644077,0.0043044467,0.0104098,0.00008798218,0.0015623089,0.000088401845,0.000033227578,0.0003759494],"genre_scores_gemma":[0.9975052,5.270909e-7,0.0008643264,0.0013133986,0.000021245824,0.00026622982,0.000004670391,0.0000025967586,0.00002181965],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99822104,0.00016570566,0.00017598289,0.00048785371,0.0004968796,0.00045254428],"domain_scores_gemma":[0.9995489,0.000058212914,0.00006166189,0.0002001475,0.000025135507,0.000105902785],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0015104677,0.00012507557,0.0001276994,0.00007019993,0.0018966065,0.0000633408,0.0005643102,0.000033465483,0.00020050968],"category_scores_gemma":[0.00018368724,0.00011732419,0.0000632867,0.0017323877,0.0012688041,0.0006328738,0.00032513906,0.00017579495,0.0000014967601],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00021168699,0.0007689662,0.6666129,0.00006070047,0.000005904665,0.00014118657,0.27015102,0.0014664842,0.000012168092,0.007793477,0.0002595872,0.052515868],"study_design_scores_gemma":[0.00042238558,0.00036200753,0.66497177,0.0000025179895,0.000010541086,0.000021164145,0.2810151,0.006359353,0.000008611797,0.037583172,0.008999807,0.00024355717],"about_ca_topic_score_codex":0.0026648312,"about_ca_topic_score_gemma":0.0013861129,"teacher_disagreement_score":0.05227231,"about_ca_system_score_codex":0.003434095,"about_ca_system_score_gemma":0.00012862626,"threshold_uncertainty_score":0.99940276},"labels":[],"label_agreement":null},{"id":"W4205707734","doi":"10.1007/s11625-021-01074-y","title":"Transdisciplinary partnerships for sustainability: an evaluation guide","year":2022,"lang":"en","type":"article","venue":"Sustainability Science","topic":"Sustainability and Climate Change Governance","field":"Environmental Science","cited_by":45,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo; Brock University","funders":"Brock University","keywords":"Sustainability; General partnership; Futures contract; Sustainable development; Sustainability science; Process (computing); Civil society; Sustainability organizations; Transdisciplinarity; Environmental planning; Political science; Environmental resource management; Engineering ethics; Business; Sociology; Engineering; Economics; Ecology; Geography; Social science; Computer science","score_opus":0.05793754972298419,"score_gpt":0.35382427699017016,"score_spread":0.29588672726718596,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4205707734","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98365474,0.000063800435,0.0004745855,0.008157993,0.0003071425,0.0050823027,0.000056948447,0.00015416204,0.0020483544],"genre_scores_gemma":[0.9940853,0.00000195464,0.00050410634,0.00036179178,0.00005950936,0.0036995376,0.00003591206,0.000027811095,0.0012240703],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9928552,0.00067971175,0.0006008732,0.0018340597,0.0025278619,0.0015023147],"domain_scores_gemma":[0.9965649,0.00030049597,0.00021790944,0.0016045908,0.0008938519,0.0004182341],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["sts"],"category_scores_codex":[0.018585648,0.00032417444,0.00030522188,0.00014207905,0.0038051251,0.00015421932,0.0018350878,0.00006956248,0.002975905],"category_scores_gemma":[0.0049417866,0.00034283314,0.00018715572,0.0024317913,0.0030637172,0.0018106232,0.0012776442,0.00034106485,0.000007857911],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0038634392,0.008017354,0.18904929,0.0015588872,0.000035902565,0.00008056474,0.32327616,0.27699986,0.0027973182,0.054627437,0.0067705177,0.13292326],"study_design_scores_gemma":[0.0010715582,0.0012806085,0.03474374,0.0000023381522,0.000051908606,0.00001918059,0.45200115,0.04242001,0.00037672927,0.42798674,0.039350223,0.00069579843],"about_ca_topic_score_codex":0.00032781766,"about_ca_topic_score_gemma":0.00037929314,"teacher_disagreement_score":0.3733593,"about_ca_system_score_codex":0.019638037,"about_ca_system_score_gemma":0.002432659,"threshold_uncertainty_score":0.99990237},"labels":[],"label_agreement":null},{"id":"W4210461260","doi":"10.1007/s11625-021-01022-w","title":"Correction to: Learning from knowledge co-production research and practice in the twenty-first century: global lessons and what they mean for collaborative research in Nunatsiavut","year":2021,"lang":"en","type":"article","venue":"Sustainability Science","topic":"Indigenous Studies and Ecology","field":"Health Professions","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":"Government of Nunavut; Dalhousie University","funders":"","keywords":"Knowledge production; Production (economics); Knowledge management; Computer science","score_opus":0.16016020609724194,"score_gpt":0.5423163760934417,"score_spread":0.38215616999619983,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4210461260","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9051408,0.0014761369,0.00001471314,0.084763005,0.0013485878,0.0037263352,0.000006988614,0.000012517695,0.0035108838],"genre_scores_gemma":[0.99729055,0.0014838745,0.00009938519,0.00011301209,0.00013778261,0.0006161848,0.0000050843832,0.0000057627717,0.0002483848],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9922694,0.0046393685,0.00029710706,0.0008639727,0.0005177441,0.001412406],"domain_scores_gemma":[0.9782523,0.013415722,0.00008020507,0.00038421233,0.007744811,0.0001227646],"candidate_categories":["metaresearch","sts"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.038722806,0.00010080959,0.00020046007,0.00023058333,0.011108913,0.00022377755,0.00025478972,0.000104638304,0.000006612594],"category_scores_gemma":[0.064390846,0.00008134067,0.000011873835,0.003537416,0.0011586836,0.0008991235,0.00063644693,0.0011977785,0.000006528927],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00053861644,0.00039313672,0.13200659,0.0002127611,0.000005921551,0.0000136810595,0.8481824,0.000098297816,0.00006338581,0.008138792,0.0013910566,0.008955408],"study_design_scores_gemma":[0.000280387,0.00030710793,0.085826404,0.00008564848,0.0000025191548,0.0000034242764,0.87308127,0.00011606105,0.00001434475,0.010128538,0.030085431,0.00006886741],"about_ca_topic_score_codex":0.016543617,"about_ca_topic_score_gemma":0.44066083,"teacher_disagreement_score":0.4241172,"about_ca_system_score_codex":0.0041750693,"about_ca_system_score_gemma":0.0047208746,"threshold_uncertainty_score":0.99964774},"labels":[],"label_agreement":null},{"id":"W4225080257","doi":"10.1007/s11625-022-01119-w","title":"The role of a nature-based program in fostering multiple connections to nature","year":2022,"lang":"en","type":"article","venue":"Sustainability Science","topic":"Environmental Education and Sustainability","field":"Environmental Science","cited_by":26,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Brock University","funders":"Canada Research Chairs","keywords":"Typology; Psychology; Experiential learning; Environmental education; Social psychology; Leverage (statistics); Place attachment; Sustainability; Cognition; Sociology; Ecology; Pedagogy","score_opus":0.003988395608806652,"score_gpt":0.2749289252097312,"score_spread":0.2709405296009246,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4225080257","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99180555,0.000045844794,0.000019670459,0.004725334,0.00016034271,0.0017462618,0.0000070244005,0.00003614235,0.0014538374],"genre_scores_gemma":[0.99826676,3.0953308e-7,0.0004709244,0.00033468488,0.000005262009,0.0007878844,0.0000014780114,0.000006573605,0.00012610582],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9976981,0.00017927116,0.0002739601,0.0005767468,0.0007370555,0.00053483713],"domain_scores_gemma":[0.9987793,0.0002589409,0.000074050346,0.00068202725,0.00005153668,0.00015413493],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0023030287,0.00011899427,0.000113321745,0.00010164689,0.001190266,0.000052495696,0.00091527216,0.00005632265,0.00023874284],"category_scores_gemma":[0.0025766715,0.000100692065,0.00005965804,0.0022435994,0.0014380129,0.00020981992,0.0013743896,0.0006541981,0.0000032556432],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008227951,0.0007758068,0.91697675,0.000014583014,8.651281e-7,0.0000016746375,0.0019784982,0.026356742,0.0023310233,0.0013340432,0.000039348975,0.050108407],"study_design_scores_gemma":[0.00021280056,0.00024072503,0.8723594,0.0000015205844,0.0000019644435,0.0000017453327,0.043584708,0.0070715835,0.0034851735,0.010227575,0.062642045,0.00017077153],"about_ca_topic_score_codex":0.00073347846,"about_ca_topic_score_gemma":0.00060600525,"teacher_disagreement_score":0.06260269,"about_ca_system_score_codex":0.00363502,"about_ca_system_score_gemma":0.0003665083,"threshold_uncertainty_score":0.95054513},"labels":[],"label_agreement":null},{"id":"W4226168184","doi":"10.1007/s11625-022-01118-x","title":"The role of indigenous knowledge and local knowledge in water sector adaptation to climate change in Africa: a structured assessment","year":2022,"lang":"en","type":"article","venue":"Sustainability Science","topic":"Climate change impacts on agriculture","field":"Agricultural and Biological Sciences","cited_by":51,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"International Development Research Centre; Government of the United Kingdom","keywords":"Indigenous; Traditional knowledge; Adaptation (eye); Climate change; Geography; Climate change adaptation; Local adaptation; Transformative learning; Environmental resource management; Sustainable development; Rainwater harvesting; Socioeconomics; Environmental planning; Political science; Environmental protection; Ecology; Sociology; Psychology; Environmental science; Biology","score_opus":0.024847410470742043,"score_gpt":0.2825381968522656,"score_spread":0.25769078638152354,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4226168184","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.996914,0.0004418372,7.533563e-7,0.0011116028,0.00007898433,0.0012244942,0.0000362872,0.000016709884,0.00017527794],"genre_scores_gemma":[0.9996168,0.00001341578,0.00001387504,0.000024324501,0.000028178629,0.00028069215,0.000008000424,9.465728e-7,0.000013744836],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.99798745,0.00024285425,0.00027045826,0.0004285207,0.00032699213,0.0007437167],"domain_scores_gemma":[0.9992872,0.00018362867,0.000060399838,0.00010148479,0.00023938053,0.00012794154],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0022629064,0.00013461473,0.00017742284,0.00007351682,0.0006382329,0.00007625951,0.0004871123,0.000040269166,0.00004480937],"category_scores_gemma":[0.00011669075,0.000045695448,0.00002988244,0.0018838439,0.00031958445,0.00022580374,0.0007536507,0.00020924331,0.0000010505979],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017407471,0.0007322984,0.1933104,0.000095166346,0.0000030758579,0.000009075288,0.22365864,0.00026407346,0.13766153,0.0013828557,0.000009960958,0.44269887],"study_design_scores_gemma":[0.00012376317,0.00040134465,0.86583185,0.000007733098,0.000001948794,0.0000035414537,0.12673566,0.001282151,0.00097408,0.0023837592,0.0021162592,0.00013792634],"about_ca_topic_score_codex":0.0014027464,"about_ca_topic_score_gemma":0.024173496,"teacher_disagreement_score":0.6725215,"about_ca_system_score_codex":0.0010740642,"about_ca_system_score_gemma":0.000098289245,"threshold_uncertainty_score":0.9936328},"labels":[],"label_agreement":null},{"id":"W4234269322","doi":"10.1007/s11625-018-0611-0","title":"Urban tinkering","year":2018,"lang":"en","type":"article","venue":"Sustainability Science","topic":"Land Use and Ecosystem Services","field":"Environmental Science","cited_by":59,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University; McGill University","funders":"Swedish Foundation for International Cooperation in Research and Higher Education; Royal Swedish Academy of Sciences","keywords":"Context (archaeology); Urban planning; Urban design; Function (biology); Engineering design process; Corporate governance; Process (computing); Ecological engineering; Novel ecosystem; Computer science; Management science; Environmental planning; Ecology; Environmental resource management; Engineering; Civil engineering; Management; Geography; Economics; Biodiversity","score_opus":0.005092930306003895,"score_gpt":0.23635792430622116,"score_spread":0.23126499400021727,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4234269322","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96631616,0.0000044219387,0.0000973128,0.00043347466,0.00016590313,0.00016631794,4.7967615e-7,0.00006448842,0.032751434],"genre_scores_gemma":[0.9993135,2.779324e-7,0.00019964001,0.00014580514,0.0000874534,0.000008076649,1.8298061e-7,0.0000037082825,0.00024136034],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99858963,0.000020161007,0.00012894787,0.00042148484,0.00036763222,0.00047211294],"domain_scores_gemma":[0.99930036,0.000018186765,0.00003560936,0.00043359335,0.000065931126,0.00014634388],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0010294447,0.00008003667,0.000074909105,0.000032052583,0.0005533593,0.00008462338,0.0005828455,0.000024032372,0.0013202699],"category_scores_gemma":[0.00018702821,0.00006139433,0.000023433178,0.0008502394,0.0006198786,0.00070430007,0.00044830726,0.00004890467,0.00084245985],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008379549,0.00003808368,0.9909873,0.000025141197,9.170582e-7,0.0000033968408,0.0015696028,0.00005188226,0.0011276462,0.00039356263,0.0008810704,0.0049130414],"study_design_scores_gemma":[0.00017194818,0.00018974228,0.9072276,0.000008218808,0.0000048022634,0.000008434468,0.0013925283,0.009099319,0.0067872587,0.008503751,0.066286996,0.00031939955],"about_ca_topic_score_codex":0.0006197841,"about_ca_topic_score_gemma":0.0003922148,"teacher_disagreement_score":0.08375967,"about_ca_system_score_codex":0.0004495052,"about_ca_system_score_gemma":0.00007427468,"threshold_uncertainty_score":0.9999355},"labels":[],"label_agreement":null},{"id":"W4282833285","doi":"10.1007/s11625-022-01154-7","title":"Amplifying actions for food system transformation: insights from the Stockholm region","year":2022,"lang":"en","type":"article","venue":"Sustainability Science","topic":"Agriculture Sustainability and Environmental Impact","field":"Environmental Science","cited_by":20,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Victoria","funders":"Stockholms Universitet; Volkswagen Foundation; Svenska Forskningsrådet Formas; Niedersächsische Ministerium für Wissenschaft und Kultur","keywords":"Transformative learning; Food systems; Sustainability; Variety (cybernetics); Sustainable development; Set (abstract data type); Adaptation (eye); Systems thinking; Business; Political science; Public relations; Environmental resource management; Sociology; Economics; Psychology; Computer science; Ecology; Food security; Agriculture; Biology","score_opus":0.019089742622014357,"score_gpt":0.2437699441200966,"score_spread":0.22468020149808224,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4282833285","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9774932,0.00003646861,0.012220858,0.00529749,0.00025404122,0.0024888744,0.00005849218,0.00011399437,0.0020365817],"genre_scores_gemma":[0.9986197,8.193952e-7,0.00016171474,0.00027898356,0.00004809401,0.0007158924,0.000016240192,0.000009063618,0.00014954373],"study_design_codex":"simulation_or_modeling","study_design_gemma":"qualitative","domain_scores_codex":[0.9974605,0.00018991236,0.00031224883,0.0006449882,0.0008336225,0.0005587714],"domain_scores_gemma":[0.9987384,0.00026498732,0.00012114682,0.00065950875,0.000047758796,0.00016816858],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.00095065957,0.0001891553,0.00015448128,0.0000384835,0.005259495,0.00013033982,0.0009849695,0.000041479932,0.00015388813],"category_scores_gemma":[0.00028885383,0.00013032941,0.00013695231,0.0012049681,0.0013505032,0.001182238,0.00053756597,0.00029122247,0.000011138354],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0010558029,0.0023603942,0.17039746,0.0006351966,0.00011193313,0.000034560395,0.20007947,0.4031127,0.00732941,0.136022,0.010315628,0.068545416],"study_design_scores_gemma":[0.0008214207,0.0009234657,0.33825943,0.000008694278,0.000060275706,0.000058155303,0.45117614,0.005310494,0.0007322323,0.0431268,0.15888001,0.0006429124],"about_ca_topic_score_codex":0.00068736856,"about_ca_topic_score_gemma":0.0002411315,"teacher_disagreement_score":0.39780223,"about_ca_system_score_codex":0.006990878,"about_ca_system_score_gemma":0.00016514798,"threshold_uncertainty_score":0.9968211},"labels":[],"label_agreement":null},{"id":"W4285793807","doi":"10.1007/s11625-022-01210-2","title":"Alternatives to sustainable development: what can we learn from the pluriverse in practice?","year":2022,"lang":"en","type":"editorial","venue":"Sustainability Science","topic":"Water Governance and Infrastructure","field":"Social Sciences","cited_by":90,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"FP7 Ideas: European Research Council; Ministerio de Ciencia e Innovación","keywords":"Sustainable development; Sociology; Sustainability; Indigenous; Environmental ethics; Anthropocentrism; Universalism; Political science; Social science; Law; Ecology; Politics","score_opus":0.007232911510196359,"score_gpt":0.29891396572012874,"score_spread":0.2916810542099324,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4285793807","genre_codex":"editorial","genre_gemma":"editorial","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"editorial","genre_consensus":"editorial","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.06496043,0.0013148342,0.00002683509,0.07667602,0.84578145,0.0046633277,0.000112430025,0.00016052803,0.0063041565],"genre_scores_gemma":[0.1586199,0.005276728,0.0019105054,0.0039560418,0.7255857,0.0014985681,0.00018937927,0.00017596365,0.10278724],"study_design_codex":"qualitative","study_design_gemma":"not_applicable","domain_scores_codex":[0.9916825,0.0008868089,0.0004742572,0.0013702107,0.0039516506,0.0016345388],"domain_scores_gemma":[0.9937749,0.0023059193,0.00040793087,0.0009077824,0.0022755493,0.0003279423],"candidate_categories":["metaresearch","metaepi_narrow","sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.006753294,0.00036205378,0.00038714404,0.000277858,0.0034254487,0.0019525458,0.0040016077,0.00028760798,0.00039845673],"category_scores_gemma":[0.04016156,0.00029756603,0.0000837928,0.0029574058,0.0023892384,0.0045012557,0.0018824483,0.0015985594,0.000014818969],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00012084476,0.00009386146,0.0012651789,0.00006228999,0.000017704086,0.00020847179,0.58400446,0.00030983597,0.0000023661366,0.004690109,0.39688918,0.012335725],"study_design_scores_gemma":[0.00011488336,0.00003142971,0.00049636,0.0000311369,0.0000073233678,8.705369e-8,0.40704748,0.000001132634,0.000011771501,0.006616346,0.5854133,0.00022880362],"about_ca_topic_score_codex":0.11366196,"about_ca_topic_score_gemma":0.026029332,"teacher_disagreement_score":0.18852407,"about_ca_system_score_codex":0.012608058,"about_ca_system_score_gemma":0.029943945,"threshold_uncertainty_score":0.99994767},"labels":[],"label_agreement":null},{"id":"W4285891778","doi":"10.1007/s11625-022-01166-3","title":"Capacity of countries to reduce biological invasions","year":2022,"lang":"en","type":"article","venue":"Sustainability Science","topic":"Forest Insect Ecology and Management","field":"Environmental Science","cited_by":32,"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":"Ministerio de Ciencia e Innovación; Bundesministerium für Bildung und Forschung; Agencia Estatal de Investigación; Agence Nationale de la Recherche; Austrian Science Fund; Biodiversa+","keywords":"Species richness; Biodiversity; Corporate governance; Geography; Ecology; Environmental governance; Sustainability; Environmental resource management; Economic geography; Environmental planning; Business; Biology; Economics","score_opus":0.02745547255051392,"score_gpt":0.2578403159836564,"score_spread":0.2303848434331425,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4285891778","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9937483,0.0000024161266,0.00013396799,0.0021355276,0.00014672228,0.0005344475,0.000008010552,0.000026372458,0.0032642216],"genre_scores_gemma":[0.99846536,7.2992435e-7,0.0005033947,0.00058840984,0.0000038125193,0.00011407009,5.630725e-7,0.0000018492034,0.00032183953],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9985112,0.00010413738,0.00016889088,0.0004133263,0.00043010002,0.00037232914],"domain_scores_gemma":[0.9993291,0.0000755196,0.00005086043,0.0003874929,0.00004367481,0.00011334804],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002135885,0.00007178617,0.000104350016,0.00007187805,0.0008807772,0.000011155414,0.00077164784,0.000018176584,0.0036044333],"category_scores_gemma":[0.0009605271,0.00006333063,0.000031389165,0.001118887,0.0026938366,0.00016719372,0.0019908994,0.00011714817,0.000053393702],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015838076,0.0007384019,0.8263611,0.00004102724,0.0000055572705,0.000017995118,0.006527528,0.033561878,0.023274094,0.100323044,0.0062572104,0.0027337342],"study_design_scores_gemma":[0.000099531826,0.00049551396,0.92993325,6.5313844e-7,0.0000027639442,0.000006026422,0.0029885252,0.000120752244,0.0022719847,0.03469929,0.0292499,0.00013180543],"about_ca_topic_score_codex":0.00066439615,"about_ca_topic_score_gemma":0.00012349965,"teacher_disagreement_score":0.1035721,"about_ca_system_score_codex":0.001103086,"about_ca_system_score_gemma":0.00014844029,"threshold_uncertainty_score":0.9973064},"labels":[],"label_agreement":null},{"id":"W4295905368","doi":"10.1007/s11625-022-01207-x","title":"Global tourism, climate change and energy sustainability: assessing carbon reduction mitigating measures from the aviation industry","year":2022,"lang":"en","type":"review","venue":"Sustainability Science","topic":"Aviation Industry Analysis and Trends","field":"Economics, Econometrics and Finance","cited_by":83,"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 Waterloo","funders":"","keywords":"Greenhouse gas; Aviation; Sustainability; Tourism; Climate change; Business; Global warming; Sustainable development; Natural resource economics; Environmental economics; Transformational leadership; Climate change mitigation; Environmental resource management; Economics; Engineering; Political science","score_opus":0.09065385991692783,"score_gpt":0.32223607598387777,"score_spread":0.23158221606694995,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4295905368","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.009092676,0.98469764,0.00016566004,0.0020308415,0.00076534745,0.00076202163,0.00034739746,0.000089000314,0.0020494328],"genre_scores_gemma":[0.39962652,0.5981261,0.000060893697,0.0001079673,0.00087558577,0.0008371321,0.00016314635,0.000043516397,0.00015909298],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9956696,0.00038654695,0.0013025256,0.001553604,0.00032779275,0.00075991923],"domain_scores_gemma":[0.9966312,0.00027913827,0.0015432278,0.0010139582,0.0003513241,0.00018114854],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0050302744,0.00043779472,0.0011664123,0.00032530524,0.0016846814,0.0007862111,0.00079379126,0.0005119875,0.000111866015],"category_scores_gemma":[0.0029157684,0.00039757814,0.00031530418,0.0035845665,0.00089114264,0.00105257,0.0006818949,0.0009562852,0.000001105529],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000023732116,0.00006242874,0.026851349,0.0007871561,0.000045820707,0.000005860826,0.0005484802,0.000023945533,1.1666603e-8,0.037693094,0.00001862574,0.93396086],"study_design_scores_gemma":[0.00021492311,0.00006586795,0.015938267,0.00039398266,0.0003652635,0.000025177911,0.012610165,0.0012146762,3.547666e-7,0.19818097,0.7699398,0.0010505946],"about_ca_topic_score_codex":0.0076611256,"about_ca_topic_score_gemma":0.0000830278,"teacher_disagreement_score":0.93291026,"about_ca_system_score_codex":0.0054616416,"about_ca_system_score_gemma":0.0011159788,"threshold_uncertainty_score":0.9998476},"labels":[],"label_agreement":null},{"id":"W4296311254","doi":"10.1007/s11625-022-01223-x","title":"An ecosystem service approach to the study of vineyard landscapes in the context of climate change: a review","year":2022,"lang":"en","type":"review","venue":"Sustainability Science","topic":"Horticultural and Viticultural Research","field":"Agricultural and Biological Sciences","cited_by":28,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"Interreg; Natural Sciences and Engineering Research Council of Canada","keywords":"Ecosystem services; Vineyard; Environmental resource management; Climate change; Ecosystem; Provisioning; Context (archaeology); Total human ecosystem; Ecosystem health; Business; Environmental planning; Ecology; Geography; Environmental science; Computer science; Biology","score_opus":0.10885505344307211,"score_gpt":0.38092059990923455,"score_spread":0.27206554646616243,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4296311254","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.18095039,0.8001083,4.0387743e-8,0.0031062788,0.000063809406,0.015315619,0.00020352931,0.00002098115,0.00023104243],"genre_scores_gemma":[0.29115915,0.7066155,0.0000018244299,0.00023099985,0.00006106234,0.0018872726,0.00003735249,0.0000011884821,0.000005621482],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9945784,0.0019130239,0.00084383215,0.0007278264,0.0013221503,0.00061476504],"domain_scores_gemma":[0.99775475,0.00062977633,0.00034466092,0.00045338937,0.0006865714,0.00013087568],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008029435,0.00028682582,0.0011208035,0.0000438644,0.000511402,0.00009532283,0.0036109337,0.000058589692,0.000053105898],"category_scores_gemma":[0.0009823191,0.00006401283,0.00021451896,0.0062617753,0.00012530711,0.00026415678,0.00071687694,0.00040567087,0.000003533696],"study_design_candidate":"design_other","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":[0.00001023908,0.0008182633,0.00012242726,0.0192355,0.000007110121,0.0000025163388,0.0048185014,0.000002863798,0.00000511939,0.00014604306,0.000024424467,0.97480696],"study_design_scores_gemma":[0.0000808641,0.0015598707,0.003922834,0.0025327757,0.00013688837,0.000019345636,0.1568582,0.00003984708,8.4083865e-7,0.000015353286,0.83451724,0.00031592496],"about_ca_topic_score_codex":0.0019290738,"about_ca_topic_score_gemma":0.008318101,"teacher_disagreement_score":0.97449106,"about_ca_system_score_codex":0.00022408008,"about_ca_system_score_gemma":0.00014913423,"threshold_uncertainty_score":0.67100734},"labels":[],"label_agreement":null},{"id":"W4296330540","doi":"10.1007/s11625-022-01190-3","title":"Co-producing theory of change to operationalize integrated landscape approaches","year":2022,"lang":"en","type":"article","venue":"Sustainability Science","topic":"Conservation, Biodiversity, and Resource Management","field":"Environmental Science","cited_by":42,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"Consortium of International Agricultural Research Centers; Bundesministerium für Umwelt, Naturschutz, Bau und Reaktorsicherheit","keywords":"Operationalization; Environmental resource management; Stakeholder; Landscape ecology; Corporate governance; Sustainable development; Environmental planning; Political science; Business; Geography; Ecology; Public relations; Economics","score_opus":0.06381663540121868,"score_gpt":0.25333394568858253,"score_spread":0.18951731028736385,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4296330540","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99240965,0.000013083939,0.00036032216,0.0028933627,0.000061352526,0.00073449506,0.000013713276,0.000024232071,0.0034897646],"genre_scores_gemma":[0.99794596,4.6463393e-7,0.00031135202,0.0004284941,0.00001108404,0.00007581039,0.000007287793,0.0000025867603,0.0012169776],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9983604,0.00014744748,0.00014296081,0.0004645353,0.0006377262,0.0002469433],"domain_scores_gemma":[0.9994029,0.000042470994,0.0000494682,0.0003647557,0.000059245584,0.00008119412],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0031171744,0.00008020364,0.00009071772,0.00011339449,0.0008887111,0.000036147332,0.0006257949,0.0000110683995,0.0018808015],"category_scores_gemma":[0.0004149771,0.00007098337,0.000031211606,0.0014366345,0.00070291426,0.00021963712,0.00082845,0.00007904318,0.000014703546],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004187669,0.00014796041,0.96140295,0.000024907004,0.0000030110089,0.000001756373,0.017185653,0.007967433,0.00044548235,0.0009879457,0.00028304663,0.011507957],"study_design_scores_gemma":[0.00011270178,0.00010195878,0.9343891,0.000001440844,0.0000055198384,0.0000010759051,0.04389465,0.0014072524,0.00040268208,0.0014866884,0.01807147,0.00012542607],"about_ca_topic_score_codex":0.0006979165,"about_ca_topic_score_gemma":0.000044940094,"teacher_disagreement_score":0.027013836,"about_ca_system_score_codex":0.00065168046,"about_ca_system_score_gemma":0.00010698822,"threshold_uncertainty_score":0.9990316},"labels":[],"label_agreement":null},{"id":"W4296964352","doi":"10.1007/s11625-022-01200-4","title":"Managing biodiversity in the Anthropocene: discussing the Nature Futures Framework as a tool for adaptive decision-making for nature under climate change","year":2022,"lang":"en","type":"article","venue":"Sustainability Science","topic":"Land Use and Ecosystem Services","field":"Environmental Science","cited_by":32,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia; Fisheries and Oceans Canada","funders":"Australian Centre for International Agricultural Research; Consortium of International Agricultural Research Centers; Stockholms Universitet; International Fund for Agricultural Development; Social Sciences and Humanities Research Council of Canada; National Research Foundation; Natural Sciences and Engineering Research Council of Canada; European Commission","keywords":"Framing (construction); Futures contract; Climate change; Adaptive management; Anthropocene; Environmental resource management; Ecosystem services; Ecological systems theory; Sustainability; Environmental planning; Management science; Ecology; Business; Geography; Ecosystem; Economics","score_opus":0.00952569279982505,"score_gpt":0.29315018645441393,"score_spread":0.28362449365458886,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4296964352","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9752387,0.00026789444,0.0014210938,0.019709507,0.0006333392,0.002505551,0.000071929426,0.000026693575,0.00012533605],"genre_scores_gemma":[0.9950627,0.000009409939,0.00085463794,0.0036606353,0.00008288936,0.00032000075,0.0000025978745,0.000005494007,0.0000016384352],"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9976497,0.00013685435,0.00017620588,0.00064830563,0.0007043211,0.00068456767],"domain_scores_gemma":[0.99833304,0.0009293283,0.00011387234,0.00053165236,0.000052785897,0.000039316405],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.003661454,0.00015749306,0.00014353996,0.0000677645,0.0050173597,0.0002419564,0.0015367271,0.00010970657,0.000095763484],"category_scores_gemma":[0.00049421267,0.00008326907,0.00010398789,0.001290452,0.00034058074,0.00070366747,0.0010914456,0.00062464096,0.0000029452415],"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":[0.0022784304,0.00079146994,0.669939,0.0007280766,0.000036749243,0.00006970848,0.08240046,0.048332244,0.000021249585,0.07238583,0.001922161,0.12109463],"study_design_scores_gemma":[0.00032237967,0.00022903812,0.31635952,0.0000639216,0.000029004792,0.000013176365,0.1611165,0.016964562,0.000015174915,0.50055116,0.003979042,0.0003565075],"about_ca_topic_score_codex":0.0002067144,"about_ca_topic_score_gemma":0.0005198441,"teacher_disagreement_score":0.42816535,"about_ca_system_score_codex":0.0008526801,"about_ca_system_score_gemma":0.00007888106,"threshold_uncertainty_score":0.996278},"labels":[],"label_agreement":null},{"id":"W4297252254","doi":"10.1007/s11625-022-01214-y","title":"Dialectic narratives, hostile actors, and Earth’s resources in Saskatchewan, Canada","year":2022,"lang":"en","type":"article","venue":"Sustainability Science","topic":"Sustainability and Climate Change Governance","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Regina","funders":"Canada Excellence Research Chairs, Government of Canada","keywords":"Context (archaeology); Corporate governance; Collective action; Action (physics); Actor–network theory; Narrative; Sociology; Environmental ethics; Political science; Business; Law; Social science; Geography","score_opus":0.004186032658500021,"score_gpt":0.20395840275638932,"score_spread":0.1997723700978893,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4297252254","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9953188,0.00011984896,0.0000025036986,0.002748227,0.00013480402,0.00055810594,0.000018938215,0.00002456089,0.0010742622],"genre_scores_gemma":[0.99827087,0.0000029227936,0.00005345664,0.00033069577,0.000012034499,0.00012183584,0.0000013537209,0.0000076619535,0.0011991564],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99694926,0.00022826988,0.00024500434,0.0008164812,0.0009924421,0.00076852896],"domain_scores_gemma":[0.9990366,0.00016419477,0.00009538002,0.000457858,0.00004801174,0.00019796018],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0017844901,0.00016779905,0.0001830851,0.00006637623,0.0010798662,0.000069955684,0.00063039595,0.000025460175,0.001171909],"category_scores_gemma":[0.0009410132,0.00017291293,0.000024768206,0.0018619138,0.0018250509,0.0005104093,0.0013170119,0.0003319628,0.0000013853735],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010843675,0.00023297235,0.8518059,0.0000906999,0.0000021063615,0.00010933045,0.13661088,0.0032840515,0.0010106805,0.0002526986,0.000809572,0.0056826314],"study_design_scores_gemma":[0.00019483727,0.000111254056,0.5122699,0.0000024139108,0.0000015048205,0.000010134979,0.45491913,0.00020814381,0.00015384612,0.0057523013,0.026151117,0.00022543523],"about_ca_topic_score_codex":0.5835177,"about_ca_topic_score_gemma":0.90739787,"teacher_disagreement_score":0.33953604,"about_ca_system_score_codex":0.0057067145,"about_ca_system_score_gemma":0.0016547038,"threshold_uncertainty_score":0.99974114},"labels":[],"label_agreement":null},{"id":"W4302284099","doi":"10.1007/s11625-022-01227-7","title":"How can diverse national food and land-use priorities be reconciled with global sustainability targets? Lessons from the FABLE initiative","year":2022,"lang":"en","type":"article","venue":"Sustainability Science","topic":"Agriculture Sustainability and Environmental Impact","field":"Environmental Science","cited_by":29,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"World Resources Institute; MAVA Foundation; Gordon and Betty Moore Foundation","keywords":"Sustainability; Food security; Environmental resource management; Sustainable development; Sustainability science; Food systems; Climate change; Environmental planning; Agriculture; Business; Political science; Economics; Geography; Social sustainability; Ecology","score_opus":0.019141906760354602,"score_gpt":0.2449102051932357,"score_spread":0.2257682984328811,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4302284099","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9515125,0.000049007038,0.0001569052,0.045404434,0.000072421324,0.0015055432,0.00079934276,0.000064320295,0.00043552706],"genre_scores_gemma":[0.9978263,0.0000053059844,0.00032047715,0.0011660426,0.000030932315,0.00022341436,0.000031340107,0.000009595137,0.00038658822],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99539995,0.00048354542,0.00024956884,0.0011665822,0.0017563994,0.00094392494],"domain_scores_gemma":[0.99814785,0.0004827679,0.00017450518,0.00059440394,0.00027867267,0.00032182797],"candidate_categories":["sts"],"consensus_categories":["sts"],"category_scores_codex":[0.0019450871,0.00034509297,0.0002767602,0.00003455276,0.0034593802,0.0005031606,0.00089196296,0.00006309666,0.00033868672],"category_scores_gemma":[0.0029498541,0.00023252012,0.00008319126,0.0013905461,0.006174071,0.0021272586,0.002162282,0.0004596027,0.0000011845175],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00019165105,0.00026429878,0.98115164,0.000027690843,0.000028732326,0.000020906768,0.008092982,0.004034809,0.000022877735,0.002125792,0.0008573201,0.0031812727],"study_design_scores_gemma":[0.00049263437,0.0005266969,0.76525664,0.0000021968945,0.000028567669,0.00001974391,0.17232247,0.00026674522,0.000049739865,0.05338956,0.007284287,0.00036074014],"about_ca_topic_score_codex":0.011332438,"about_ca_topic_score_gemma":0.008225192,"teacher_disagreement_score":0.21589504,"about_ca_system_score_codex":0.013457689,"about_ca_system_score_gemma":0.0010671269,"threshold_uncertainty_score":0.99783796},"labels":[],"label_agreement":null},{"id":"W4306655016","doi":"10.1007/s11625-022-01213-z","title":"Pathways to sustainable land use and food systems in Canada","year":2022,"lang":"en","type":"article","venue":"Sustainability Science","topic":"Agriculture Sustainability and Environmental Impact","field":"Environmental Science","cited_by":17,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Landscape ecology; Sustainable development; Land use; Environmental planning; Geography; Environmental resource management; Sustainability; Ecology; Biology; Environmental science","score_opus":0.007351796076052749,"score_gpt":0.18925468978634746,"score_spread":0.18190289371029472,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4306655016","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9967761,0.00004147577,0.000029660643,0.0011162421,0.000093919276,0.0014904228,0.000024026625,0.000023818327,0.0004043205],"genre_scores_gemma":[0.99890786,0.0000013792593,0.00004652707,0.00034632374,0.000007902723,0.00023014189,0.0000024002632,0.000009381077,0.0004480684],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99637383,0.00020002598,0.00030832825,0.000869181,0.0010394288,0.0012092269],"domain_scores_gemma":[0.9987679,0.00012497594,0.00006362317,0.00051659514,0.000046271307,0.00048060718],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0018295852,0.0002135755,0.00022436502,0.00010738011,0.0010610375,0.00018034628,0.00061719655,0.00002584403,0.00021416631],"category_scores_gemma":[0.0009789425,0.00019206115,0.000026179196,0.0020227025,0.00060687127,0.0011516297,0.002342338,0.00029393905,0.0000036837314],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000025190102,0.00009122429,0.88905495,0.000048398007,0.0000014141988,0.000070970505,0.0019308354,0.10690701,0.0001194265,0.00083120045,0.00043350732,0.0004858779],"study_design_scores_gemma":[0.00020262983,0.00029215988,0.90054524,0.0000017969777,0.0000029239247,0.000027366945,0.08288801,0.0008651166,0.00002961806,0.0016837735,0.013170791,0.0002905662],"about_ca_topic_score_codex":0.93379456,"about_ca_topic_score_gemma":0.5922226,"teacher_disagreement_score":0.341572,"about_ca_system_score_codex":0.025290208,"about_ca_system_score_gemma":0.0014610594,"threshold_uncertainty_score":0.97845155},"labels":[],"label_agreement":null},{"id":"W4310004272","doi":"10.1007/s11625-022-01251-7","title":"Disruptive seeds: a scenario approach to explore power shifts in sustainability transformations","year":2022,"lang":"en","type":"article","venue":"Sustainability Science","topic":"Sustainability and Climate Change Governance","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":"McGill University","funders":"","keywords":"Scholarship; Sustainability; Corporate governance; Power (physics); Futures contract; Sociology; Political science; Economics; Ecology; Management","score_opus":0.02070995280556109,"score_gpt":0.27515866327371713,"score_spread":0.25444871046815604,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4310004272","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97675264,0.000031200412,0.0008134148,0.0053592585,0.00018087203,0.0035407196,0.00003684668,0.00011421528,0.013170808],"genre_scores_gemma":[0.99672955,0.000001983023,0.00039238945,0.0005120274,0.000014521736,0.0019040304,0.0000080150885,0.00002182185,0.0004156658],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9935888,0.00041271863,0.00066972186,0.0016571109,0.0018935014,0.0017781644],"domain_scores_gemma":[0.99753606,0.00016047296,0.00013791374,0.0013177714,0.00034648817,0.0005013158],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0053194775,0.00037979186,0.00039158738,0.00033462024,0.0017888902,0.00015920859,0.0019175705,0.00007202837,0.0011840101],"category_scores_gemma":[0.0035442903,0.0003924271,0.00015608748,0.0072933114,0.0023139934,0.001844114,0.0021393024,0.0006851881,0.000031541178],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0004899572,0.0037798234,0.18866888,0.00032220775,0.0000063941748,0.00008749376,0.644386,0.14874941,0.00014618554,0.00927402,0.0007209579,0.0033686704],"study_design_scores_gemma":[0.00048998935,0.00030988586,0.29890674,0.0000043771497,0.000006298147,0.000014834303,0.64994824,0.0022538449,0.00005102438,0.041410573,0.0060272072,0.0005770076],"about_ca_topic_score_codex":0.0018276268,"about_ca_topic_score_gemma":0.00025007987,"teacher_disagreement_score":0.14649557,"about_ca_system_score_codex":0.02267823,"about_ca_system_score_gemma":0.0012416804,"threshold_uncertainty_score":0.9998528},"labels":[],"label_agreement":null},{"id":"W4313642914","doi":"10.1007/s11625-023-01290-8","title":"Integrated modeling to achieve global goals: lessons from the Food, Agriculture, Biodiversity, Land-use, and Energy (FABLE) initiative","year":2023,"lang":"en","type":"article","venue":"Sustainability Science","topic":"Agriculture Sustainability and Environmental Impact","field":"Environmental Science","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Engineering and Physical Sciences Research Council; Natural Environment Research Council; Sight Research UK; World Resources Institute","keywords":"Food security; Sustainability; Food systems; Environmental resource management; Land use; Agriculture; Agricultural biodiversity; Sustainable development; Environmental planning; Biodiversity; Geography; Business; Natural resource economics; Political science; Economics; Ecology","score_opus":0.026954825669486527,"score_gpt":0.2547094260633366,"score_spread":0.22775460039385004,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4313642914","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9835496,0.000024297666,0.001517086,0.013387216,0.000099434095,0.000461454,0.0002965214,0.00014457948,0.00051983964],"genre_scores_gemma":[0.99826914,0.000026999884,0.00020660534,0.0012380278,0.000025667152,0.000035430927,0.00004391986,0.0000049950554,0.00014922522],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99683154,0.00022292366,0.00025712702,0.0010335774,0.00075383193,0.0009010235],"domain_scores_gemma":[0.99860615,0.00025128003,0.00007007491,0.0005145206,0.000116452284,0.00044155057],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0010297623,0.0003129418,0.00023595119,0.000046433117,0.0013563245,0.0003853386,0.0009130365,0.00011717585,0.00008379299],"category_scores_gemma":[0.0014210719,0.00018829214,0.00008234006,0.0035185125,0.001773468,0.0014854877,0.002147165,0.00023257044,0.000102083846],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001374105,0.0001949229,0.90409005,0.000015702197,0.000029882352,0.000024492183,0.0059447926,0.070645936,0.00048856647,0.0013290473,0.008198649,0.008900571],"study_design_scores_gemma":[0.00026040713,0.0003151768,0.9168199,0.00001219099,0.00003033804,0.000006278921,0.036299687,0.0057862285,0.00016122614,0.03395416,0.0058768005,0.00047764013],"about_ca_topic_score_codex":0.028266396,"about_ca_topic_score_gemma":0.007242579,"teacher_disagreement_score":0.06485971,"about_ca_system_score_codex":0.0024055203,"about_ca_system_score_gemma":0.00012672834,"threshold_uncertainty_score":0.9999438},"labels":[],"label_agreement":null},{"id":"W4362584608","doi":"10.1007/s11625-023-01308-1","title":"Exploring “big picture” scenarios for resilience in social–ecological systems: transdisciplinary cross-impact balances modeling in the Red River Basin","year":2023,"lang":"en","type":"article","venue":"Sustainability Science","topic":"Sustainability and Climate Change Governance","field":"Environmental Science","cited_by":18,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Waterloo","funders":"Social Sciences and Humanities Research Council of Canada; University of Waterloo; Central European University; Pierre Elliott Trudeau Foundation","keywords":"Environmental resource management; Climate change; Psychological resilience; Complex adaptive system; Ecological systems theory; Scenario analysis; Resilience (materials science); Ecology; Geography; Environmental planning; Environmental science; Business","score_opus":0.12796615440199768,"score_gpt":0.35065267093411956,"score_spread":0.22268651653212188,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4362584608","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9942319,0.000035753746,0.00018836536,0.0028985501,0.00021676364,0.0020883468,0.000020609323,0.00008458422,0.00023515274],"genre_scores_gemma":[0.99866974,0.000032076405,0.00004374168,0.00008640556,0.00007239176,0.0010107089,0.000003763088,0.000012177436,0.00006899953],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.9953569,0.00032880655,0.0005861653,0.0011800544,0.001017874,0.0015301651],"domain_scores_gemma":[0.99844855,0.00059441495,0.000119705335,0.0005883798,0.00012949141,0.00011948549],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.008472015,0.00028510435,0.00036489908,0.00018796834,0.0012223443,0.0002490416,0.0016043436,0.00011905177,0.000032714004],"category_scores_gemma":[0.0027485145,0.00020535136,0.00015301067,0.0044778604,0.0027251572,0.001633164,0.00045494197,0.0003790399,0.000010666583],"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":[0.00020170552,0.00026216838,0.263797,0.00024083829,0.0000014865141,0.000054860906,0.08995201,0.64390904,0.00017137062,0.00027395107,0.00005387333,0.001081722],"study_design_scores_gemma":[0.00040871,0.00013855578,0.65198356,0.0000223128,0.000003218516,0.0000035471462,0.15878087,0.17292827,0.000016529146,0.015380761,0.000086233274,0.00024741484],"about_ca_topic_score_codex":0.00108769,"about_ca_topic_score_gemma":0.0006579504,"teacher_disagreement_score":0.47098076,"about_ca_system_score_codex":0.0036799202,"about_ca_system_score_gemma":0.0003598897,"threshold_uncertainty_score":0.99998885},"labels":[],"label_agreement":null},{"id":"W4378218839","doi":"10.1007/s11625-023-01330-3","title":"Indigenous trans-systemics: changing the volume on systems","year":2023,"lang":"en","type":"review","venue":"Sustainability Science","topic":"Complex Systems and Decision Making","field":"Decision Sciences","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo; University of Lethbridge","funders":"Academy of Finland; Social Sciences and Humanities Research Council of Canada; McGill University","keywords":"Indigenous; Humility; Sociology; Epistemology; Systems thinking; Political science; Ecology; Biology; Law","score_opus":0.24099229625849555,"score_gpt":0.4728505579684068,"score_spread":0.23185826170991125,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4378218839","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00011426766,0.9836144,0.0032728887,0.00013724474,0.004614284,0.006577874,0.00009159346,0.00028924382,0.0012882313],"genre_scores_gemma":[0.03624417,0.8418774,0.00007675053,0.00022723491,0.0037555483,0.003418045,0.0000119467495,0.00041797216,0.11397093],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9812037,0.0020659927,0.0035141562,0.002927393,0.007992697,0.0022960985],"domain_scores_gemma":[0.98018295,0.009182014,0.0017737951,0.005556879,0.0028677296,0.00043666054],"candidate_categories":["metaresearch","metaepi_narrow","sts","scholarly_communication","open_science","insufficient_payload"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.06585451,0.00080935046,0.0030193399,0.003593868,0.0036720242,0.004388586,0.009875414,0.00034902515,0.000050573857],"category_scores_gemma":[0.025263995,0.00042056176,0.0011870877,0.02063921,0.0015399554,0.0005777876,0.001519094,0.00095814385,0.0016061318],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000067448295,0.00004610962,0.000036387868,0.006818829,0.000027090407,0.00008617127,0.0051835487,0.0006701667,7.535295e-8,0.01719662,0.0023242251,0.96760404],"study_design_scores_gemma":[0.00006138393,0.00008578918,0.000018724775,0.0036496455,0.000055746994,0.00008794801,0.01634346,0.0015747134,2.7854197e-8,0.010296099,0.9673287,0.00049771095],"about_ca_topic_score_codex":0.00026256344,"about_ca_topic_score_gemma":0.000033952776,"teacher_disagreement_score":0.96710634,"about_ca_system_score_codex":0.0026127892,"about_ca_system_score_gemma":0.0057990775,"threshold_uncertainty_score":0.9998371},"labels":[],"label_agreement":null},{"id":"W4380685483","doi":"10.1007/s11625-023-01340-1","title":"Disrupting the opportunity narrative: navigating transformation in times of uncertainty and crisis","year":2023,"lang":"en","type":"article","venue":"Sustainability Science","topic":"Viral Infections and Outbreaks Research","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Victoria","funders":"Stockholms Universitet; Swedish Institute","keywords":"Transformative learning; Formative assessment; Climate change; Narrative; Poverty; Agency (philosophy); Social transformation; Political science; Social change; Sociology; Economic growth; Social science; Ecology; Economics","score_opus":0.027471086600509034,"score_gpt":0.3978307204750424,"score_spread":0.3703596338745334,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4380685483","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9821535,0.000011999921,0.000037792,0.016583264,0.000015814885,0.0004507656,0.0000018986592,0.000023625573,0.0007213874],"genre_scores_gemma":[0.99982446,0.000010005286,0.000020900878,0.00005456872,0.000007240624,0.000020349391,0.000002163942,0.000002189767,0.000058103775],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.9989665,0.00008064826,0.00021004211,0.00016866911,0.00031902458,0.00025512493],"domain_scores_gemma":[0.9991388,0.00014216601,0.0000373476,0.00015969043,0.00043364512,0.00008835757],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0035643775,0.0000540877,0.00011366696,0.0001276947,0.00037509,0.000030136209,0.00008424991,0.00002331606,0.000030995827],"category_scores_gemma":[0.0021051993,0.000034414978,0.000027259717,0.0021511316,0.00087212975,0.0003064966,0.00007059399,0.00022048035,6.9481285e-7],"study_design_candidate":"qualitative","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":[0.00018526019,0.00032420224,0.35172015,0.0022897779,0.000018607489,0.00003744224,0.26507792,0.0044671823,0.011992138,0.016709706,0.00019996376,0.34697762],"study_design_scores_gemma":[0.000496735,0.00025820878,0.395271,0.000088471556,0.000008751815,0.000016589012,0.5040834,0.082273945,0.0025978633,0.014666168,0.00013569476,0.00010317322],"about_ca_topic_score_codex":0.0017550177,"about_ca_topic_score_gemma":0.00008656862,"teacher_disagreement_score":0.34687445,"about_ca_system_score_codex":0.00019435752,"about_ca_system_score_gemma":0.00060819375,"threshold_uncertainty_score":0.32133985},"labels":[],"label_agreement":null},{"id":"W4382181311","doi":"10.1007/s11625-023-01316-1","title":"Bringing the Nature Futures Framework to life: creating a set of illustrative narratives of nature futures","year":2023,"lang":"en","type":"article","venue":"Sustainability Science","topic":"Sustainability and Climate Change Governance","field":"Environmental Science","cited_by":53,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia; Fisheries and Oceans Canada","funders":"Planbureau voor de Leefomgeving; Australian Centre for International Agricultural Research; Natural Sciences and Engineering Research Council of Canada; U.S. Geological Survey; Instituto Nacional de Ciência e Tecnologia em Biodiversidade e Produtos Naturais; Research Institute for Humanity and Nature; Vetenskapsrådet; Killam Trusts; Agencia Nacional de Investigación y Desarrollo; Instituto de Ecología y Biodiversidad; Consortium of International Agricultural Research Centers; National Research Foundation; Svenska Forskningsrådet Formas; Natural Environment Research Council; UK Research and Innovation; University of Tokyo; Economic and Social Research Council; European Commission; Sight Research UK; International Fund for Agricultural Development; Global Challenges Research Fund","keywords":"Futures contract; Narrative; Landscape ecology; Sustainable development; Set (abstract data type); Sociology; Environmental ethics; Epistemology; Political science; Computer science; Economics; Ecology; Financial economics; Philosophy; Biology; Linguistics; Law","score_opus":0.008967160110416459,"score_gpt":0.30722307252803766,"score_spread":0.29825591241762117,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4382181311","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9860659,0.00022840581,0.00007412239,0.010994747,0.00040867674,0.000972074,0.000051024417,0.00007194347,0.0011330524],"genre_scores_gemma":[0.99842775,0.000013038685,0.0006351229,0.00046500308,0.00016530462,0.000061734405,0.0000022889583,0.000012939504,0.00021684243],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9963484,0.0002011868,0.00044987613,0.0008512881,0.0013120582,0.0008372341],"domain_scores_gemma":[0.99745136,0.0006619204,0.00031389654,0.000956782,0.0003993565,0.00021667057],"candidate_categories":["metaresearch","sts"],"consensus_categories":[],"category_scores_codex":[0.0029622775,0.00026871677,0.0003494031,0.00012989965,0.001085633,0.0000789166,0.0015311684,0.0003028614,0.00025984235],"category_scores_gemma":[0.0144385435,0.00019095583,0.00013780588,0.0053997054,0.0035308832,0.0005720552,0.0011133342,0.0010081897,0.0000063628136],"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":[0.00031444925,0.00019166539,0.14120303,0.00091560837,0.00003555209,0.000025361865,0.77875054,0.022667732,0.005764155,0.042863045,0.003514462,0.0037544295],"study_design_scores_gemma":[0.00008771643,0.00013715269,0.367714,0.000063327556,0.0000073653873,0.00000213232,0.5856219,0.00034367503,0.003004727,0.041320268,0.0014825517,0.0002152304],"about_ca_topic_score_codex":0.00031752142,"about_ca_topic_score_gemma":0.0002928374,"teacher_disagreement_score":0.22651097,"about_ca_system_score_codex":0.0006800261,"about_ca_system_score_gemma":0.00042476383,"threshold_uncertainty_score":0.9991809},"labels":[],"label_agreement":null},{"id":"W4383822915","doi":"10.1007/s11625-023-01386-1","title":"Non-monetary narratives motivate businesses to engage with climate change","year":2023,"lang":"en","type":"article","venue":"Sustainability Science","topic":"Climate Change Communication and Perception","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":"McGill University","funders":"Social Sciences and Humanities Research Council of Canada; McGill University","keywords":"Narrative; Prosocial behavior; Sustainability; Public relations; Economics; Political science; Psychology; Social psychology; Ecology; Biology","score_opus":0.25825864014383215,"score_gpt":0.4449853341562023,"score_spread":0.18672669401237013,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4383822915","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95266205,0.000012696845,0.000048576465,0.036136422,0.00015154958,0.0010712523,0.000009581004,0.00027900937,0.009628884],"genre_scores_gemma":[0.99824816,0.00040030462,0.00030870296,0.00043818422,0.00009002727,0.00019401766,0.000009910624,0.000009114194,0.00030156976],"study_design_codex":"qualitative","study_design_gemma":"observational","domain_scores_codex":[0.99784577,0.000200368,0.00015950784,0.00044997613,0.0006043002,0.00074005465],"domain_scores_gemma":[0.9980783,0.00014988915,0.00005956755,0.00056892884,0.0008916936,0.0002516153],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0036985232,0.00012598066,0.00014299917,0.00032942032,0.0026410688,0.00022005879,0.0007630854,0.00004581528,0.0001512231],"category_scores_gemma":[0.0011513234,0.00010764969,0.000029671994,0.0053722598,0.0017807293,0.0010653615,0.00034786464,0.00013814325,0.0001405661],"study_design_candidate":"qualitative","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":[0.00008170167,0.0001413412,0.13217345,0.00018300264,0.0000033207225,0.000012766793,0.82235897,0.0001329772,0.0009775916,0.007781421,0.00028769,0.03586577],"study_design_scores_gemma":[0.00011859042,0.00008717444,0.63117784,0.000038092217,0.000002730926,4.919977e-7,0.34792635,0.0001768967,0.00003552365,0.0024975073,0.017715916,0.00022288009],"about_ca_topic_score_codex":0.0016756091,"about_ca_topic_score_gemma":0.0035630448,"teacher_disagreement_score":0.4990044,"about_ca_system_score_codex":0.00044088007,"about_ca_system_score_gemma":0.00043186254,"threshold_uncertainty_score":0.99865735},"labels":[],"label_agreement":null},{"id":"W4386028076","doi":"10.1007/s11625-023-01396-z","title":"Assessing resilience, equity, and sustainability of future visions across two urban scales","year":2023,"lang":"en","type":"article","venue":"Sustainability Science","topic":"Urban Green Space and Health","field":"Environmental Science","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"National Science Foundation","keywords":"Vision; Equity (law); Sustainability; Sociology; Political science; Environmental resource management; Environmental ethics; Economics; Ecology","score_opus":0.017705956101787382,"score_gpt":0.3881100943715315,"score_spread":0.3704041382697441,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386028076","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99146676,0.00005151592,0.0003205842,0.006059857,0.00011953771,0.0007319676,0.000007768382,0.00013139163,0.0011106194],"genre_scores_gemma":[0.9990712,0.000016549964,0.00027672425,0.00012207069,0.00006201854,0.000023740897,0.0000018293176,0.000011360981,0.00041454245],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99552643,0.00014172816,0.0004679119,0.0011079859,0.0013355558,0.0014203999],"domain_scores_gemma":[0.99778974,0.00022229881,0.00017921063,0.0009911801,0.0003471694,0.00047038405],"candidate_categories":["sts"],"consensus_categories":["sts"],"category_scores_codex":[0.0071414853,0.00022970328,0.00032700592,0.00015222329,0.0015629628,0.00030506708,0.0010775247,0.0000936243,0.000074429896],"category_scores_gemma":[0.0017187543,0.00020033911,0.000079119825,0.004518166,0.007755192,0.0020580194,0.0046086283,0.00029677435,0.00002224827],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000015281279,0.00008488395,0.9714871,0.00017655233,0.0000011239244,0.000008971386,0.0028692812,0.00051423884,0.00042408952,0.0024538066,0.00070096814,0.021263698],"study_design_scores_gemma":[0.0002143603,0.00010788648,0.91679466,0.000009924563,0.000004505991,0.000003943591,0.032216903,0.0023030797,0.000096047144,0.046896204,0.0011442346,0.00020823255],"about_ca_topic_score_codex":0.0029577382,"about_ca_topic_score_gemma":0.0023309535,"teacher_disagreement_score":0.05469243,"about_ca_system_score_codex":0.0015360267,"about_ca_system_score_gemma":0.0008553499,"threshold_uncertainty_score":0.99973685},"labels":[],"label_agreement":null},{"id":"W4386461313","doi":"10.1007/s11625-023-01406-0","title":"Futures for invasive alien species management: using bottom-up innovations to envision positive systemic change","year":2023,"lang":"en","type":"article","venue":"Sustainability Science","topic":"Species Distribution and Climate Change","field":"Environmental Science","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"DST-NRF Centre of Excellence for Invasion Biology; Universiteit Stellenbosch; Akademie Věd České Republiky","keywords":"Vision; Futures contract; Corporate governance; Sustainability; Citizen journalism; Environmental resource management; Business; Political science; Public relations; Sociology; Ecology; Economics","score_opus":0.05007325633506923,"score_gpt":0.31935988474924143,"score_spread":0.26928662841417217,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386461313","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9900558,0.000008030581,0.0013314326,0.0031008013,0.00040448512,0.002393804,0.00017420753,0.00012864589,0.00240278],"genre_scores_gemma":[0.9973386,0.000011975426,0.00026593977,0.0006635132,0.000053758096,0.0003117296,0.000050565362,0.000010406412,0.0012935322],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","domain_scores_codex":[0.9976743,0.00003852293,0.00025286787,0.00068465684,0.0006274127,0.00072223047],"domain_scores_gemma":[0.99899817,0.00009334564,0.00008470205,0.00042880178,0.00022360959,0.00017135269],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0011588421,0.0001650723,0.00015154648,0.00026595473,0.0011294743,0.00015802507,0.00058599556,0.00004920488,0.0013727347],"category_scores_gemma":[0.000662612,0.00015645036,0.000060962455,0.004526311,0.00074360287,0.00064549566,0.0008158032,0.00007349611,0.00025603484],"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":[0.0004538342,0.0007924578,0.21008806,0.0020931214,0.00007509217,0.00013286273,0.082196414,0.0044780266,0.21733256,0.38824746,0.052371904,0.041738223],"study_design_scores_gemma":[0.00045467002,0.00017718911,0.8115086,0.000060096874,0.000023658025,0.000010903469,0.16489543,0.0010834724,0.006245053,0.004921241,0.010101779,0.00051791436],"about_ca_topic_score_codex":0.00027265036,"about_ca_topic_score_gemma":0.00014118018,"teacher_disagreement_score":0.6014205,"about_ca_system_score_codex":0.0035059475,"about_ca_system_score_gemma":0.000070834896,"threshold_uncertainty_score":0.99954015},"labels":[],"label_agreement":null},{"id":"W4386846856","doi":"10.1007/s11625-023-01402-4","title":"The contributions of citizen science to SDG monitoring and reporting on marine plastics","year":2023,"lang":"en","type":"article","venue":"Sustainability Science","topic":"Microplastics and Plastic Pollution","field":"Environmental Science","cited_by":31,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Treasury Board of Canada Secretariat","funders":"International Institute for Applied Systems Analysis","keywords":"Citizen science; Sustainable development; Marine debris; Government (linguistics); Environmental resource management; Litter; Political science; Environmental planning; Ecology; Environmental science; Geography; Biology","score_opus":0.012301216830953508,"score_gpt":0.2935636600987624,"score_spread":0.28126244326780886,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386846856","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99628836,0.0000017566203,0.0011101988,0.0008027615,0.00031321056,0.00029286835,0.0000106340385,0.000034004886,0.0011461949],"genre_scores_gemma":[0.9994106,0.000003866063,0.00035612725,0.000010997094,0.000021714204,0.000011530181,3.4554054e-7,0.0000031938623,0.00018159863],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9977478,0.000023726287,0.00043319404,0.00044291388,0.00074180955,0.0006105843],"domain_scores_gemma":[0.9984017,0.0005632219,0.00023407191,0.00036434398,0.00020974287,0.0002269393],"candidate_categories":["metaresearch","sts"],"consensus_categories":["sts"],"category_scores_codex":[0.0054661576,0.00009223946,0.00011260842,0.00012219147,0.0015849744,0.000119787284,0.00044683955,0.000022072774,0.000014418625],"category_scores_gemma":[0.03685478,0.00006701267,0.000020309648,0.0028123346,0.003409259,0.00017382253,0.0010151123,0.00010994271,0.000024486313],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000963248,0.00008963162,0.51788,0.000059947575,0.000004059893,0.000024677813,0.0017209229,0.030553829,0.36117253,0.026043976,0.00032651078,0.062027566],"study_design_scores_gemma":[0.00008973652,0.00013735269,0.9387515,0.000012080295,0.000004431266,0.0000056315657,0.0009824949,0.009320378,0.04047858,0.009434628,0.0006688408,0.00011429583],"about_ca_topic_score_codex":0.00025353456,"about_ca_topic_score_gemma":0.000017639473,"teacher_disagreement_score":0.4208715,"about_ca_system_score_codex":0.00067873596,"about_ca_system_score_gemma":0.00033188108,"threshold_uncertainty_score":0.99971485},"labels":[],"label_agreement":null},{"id":"W4386964823","doi":"10.1007/s11625-023-01410-4","title":"Stakeholders’ involvement and reflections on preserving sacred swamps in the Western Ghats, India, as revealed by participatory visioning","year":2023,"lang":"en","type":"article","venue":"Sustainability Science","topic":"Conservation, Biodiversity, and Resource Management","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"HEC Montréal","funders":"HEC Montréal; Universität Greifswald","keywords":"Livelihood; Deliberation; Participatory action research; Sociology; Sustainable development; Citizen journalism; Stakeholder; Corporate governance; Environmental planning; Environmental ethics; Environmental resource management; Political science; Public relations; Business; Ecology; Geography; Law","score_opus":0.08501149978759547,"score_gpt":0.3253429154351047,"score_spread":0.2403314156475092,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386964823","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99191195,0.000015590993,0.000022027798,0.0056846896,0.000049658443,0.0007293369,0.0000028646343,0.00004922913,0.0015346705],"genre_scores_gemma":[0.99774504,0.000016377617,0.000021522528,0.0011396516,0.0000073379447,0.000053742682,0.0000028326715,0.0000036196247,0.0010098686],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9978191,0.00021029217,0.00019570986,0.00055115204,0.00073810184,0.000485623],"domain_scores_gemma":[0.9991549,0.00017788474,0.00006210122,0.00046654267,0.000031987962,0.00010656341],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0034969035,0.000115831695,0.000094236995,0.00014417029,0.0010872636,0.00017569553,0.0005884908,0.00003351981,0.000057702084],"category_scores_gemma":[0.000619314,0.00009018928,0.000025460182,0.0018767642,0.0009127999,0.0003368944,0.00076990225,0.00014838242,0.000045842495],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011609029,0.00008400474,0.9788412,0.000026787113,0.0000018436587,0.0000084445055,0.017228393,0.00081245846,0.00025376937,0.000033679695,0.0013868078,0.0013110084],"study_design_scores_gemma":[0.00018063454,0.00010338007,0.9427863,0.000011868133,0.0000051676266,4.2502245e-7,0.04148813,0.0004538893,0.00005293416,0.0012064676,0.013600069,0.00011076222],"about_ca_topic_score_codex":0.002588096,"about_ca_topic_score_gemma":0.00072213414,"teacher_disagreement_score":0.036054924,"about_ca_system_score_codex":0.0006436965,"about_ca_system_score_gemma":0.00007203136,"threshold_uncertainty_score":0.83624625},"labels":[],"label_agreement":null},{"id":"W4389815592","doi":"10.1007/s11625-023-01446-6","title":"Operationalizing ambiguity in sustainability science: embracing the elephant in the room","year":2023,"lang":"en","type":"article","venue":"Sustainability Science","topic":"Complex Systems and Decision Making","field":"Decision Sciences","cited_by":18,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"Social Sciences and Humanities Research Council of Canada; Vetenskapsrådet; University of Waterloo; Svenska Forskningsrådet Formas; Central European University; Pierre Elliott Trudeau Foundation","keywords":"Operationalization; Ambiguity; Sustainability; Conceptualization; Framing (construction); Reflexivity; Sociology; Epistemology; Management science; Computer science; Engineering; Ecology; Social science; Artificial intelligence","score_opus":0.10290573045886335,"score_gpt":0.4559162585358197,"score_spread":0.3530105280769563,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4389815592","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9808872,0.0001039762,0.0011860552,0.012870761,0.00048003116,0.001972224,0.000003635901,0.000069114816,0.0024270362],"genre_scores_gemma":[0.99878174,0.0000011507485,0.000079595775,0.00040731052,0.00007477802,0.00015947303,3.888842e-7,0.000007756533,0.00048778357],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9849551,0.0014632184,0.0017599018,0.002062944,0.007831132,0.0019277083],"domain_scores_gemma":[0.9817526,0.008112533,0.00038935768,0.003907887,0.0055857603,0.00025191577],"candidate_categories":["metaresearch","bibliometrics","sts","scholarly_communication","open_science"],"consensus_categories":["metaresearch","sts"],"category_scores_codex":[0.16014814,0.00028106937,0.0004515365,0.0020096526,0.0036652803,0.0027256373,0.0075610275,0.00007230555,0.0000627132],"category_scores_gemma":[0.13948481,0.0001473857,0.00015903733,0.039667934,0.0044464506,0.0027042718,0.0024220033,0.00060654036,0.00006055648],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007662309,0.00029803108,0.47315693,0.000066318295,0.0000019624906,0.00015267654,0.04994683,0.05640128,0.00088735606,0.37812212,0.0016504824,0.03923939],"study_design_scores_gemma":[0.00014672992,0.000025768919,0.48874328,0.000009912159,8.480446e-7,0.0000100985435,0.10014183,0.038570695,0.00003331522,0.3705093,0.0016738946,0.00013434219],"about_ca_topic_score_codex":0.0021309543,"about_ca_topic_score_gemma":0.0025639085,"teacher_disagreement_score":0.050195,"about_ca_system_score_codex":0.0026243466,"about_ca_system_score_gemma":0.0077147214,"threshold_uncertainty_score":0.9983096},"labels":[],"label_agreement":null},{"id":"W4391810248","doi":"10.1007/s11625-024-01470-0","title":"A methodological framework for capturing marine small-scale fisheries' contributions to the sustainable development goals","year":2024,"lang":"en","type":"article","venue":"Sustainability Science","topic":"Coral and Marine Ecosystems Studies","field":"Environmental Science","cited_by":14,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"Agence Nationale de la Recherche; National Research Foundation; European Commission; H2020 Marie Skłodowska-Curie Actions; Belmont Forum","keywords":"Sustainable development; Food security; Context (archaeology); Poverty; Environmental resource management; Scale (ratio); Sustainability; Identification (biology); Millennium Development Goals; Environmental planning; Business; Ecology; Economics; Environmental science; Geography; Biology; Economic growth","score_opus":0.039649628162342306,"score_gpt":0.3299261124994334,"score_spread":0.2902764843370911,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4391810248","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6837587,0.000093592505,0.26383746,0.04483763,0.0005839562,0.003603775,0.000017117252,0.00025536487,0.0030124078],"genre_scores_gemma":[0.9584746,0.0000024897918,0.032375503,0.00029709283,0.000093394825,0.0010993495,0.0000020505627,0.000009148053,0.007646381],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9973923,0.00011173969,0.0003203112,0.00079172803,0.00037286425,0.0010110753],"domain_scores_gemma":[0.9980649,0.0009838757,0.000037996964,0.00043940532,0.0002619137,0.00021191926],"candidate_categories":["metaresearch","sts"],"consensus_categories":[],"category_scores_codex":[0.0054459386,0.00019189269,0.0002357532,0.00006392099,0.001586569,0.00032849584,0.00072328944,0.000059001148,0.00023418803],"category_scores_gemma":[0.008914965,0.000120303535,0.00009178614,0.0015595559,0.0007607559,0.00030131507,0.002795442,0.00020716604,0.00005558694],"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":[0.00032692106,0.0005178342,0.22787534,0.0019498445,0.00009212685,0.00014695413,0.036237568,0.0026102702,0.000862793,0.3386266,0.017594626,0.37315914],"study_design_scores_gemma":[0.00010673644,0.0002196383,0.18222734,0.000026239195,0.000021023838,0.000011947541,0.013470853,0.0009419206,0.0011709477,0.22820225,0.57320845,0.00039264373],"about_ca_topic_score_codex":0.0011358744,"about_ca_topic_score_gemma":0.0011201478,"teacher_disagreement_score":0.5556138,"about_ca_system_score_codex":0.0023773958,"about_ca_system_score_gemma":0.0004061206,"threshold_uncertainty_score":0.99971324},"labels":[],"label_agreement":null},{"id":"W4391946129","doi":"10.1007/s11625-024-01462-0","title":"Unveiling global sustainability boundaries: exploring inner dimensions of human critical determinants for sustainability","year":2024,"lang":"en","type":"article","venue":"Sustainability Science","topic":"Complex Systems and Decision Making","field":"Decision Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"International Political Science Association","funders":"Fundação para a Ciência e a Tecnologia; Ministério da Agricultura, do Mar, do Ambiente e do Ordenamento do Território; Universidade do Minho; European Environment Agency","keywords":"Sustainability; Prosperity; Interdependence; Sustainability science; Sustainable development; Sustainability organizations; Corporate governance; Action (physics); Environmental ethics; Planetary boundaries; Political science; Engineering ethics; Sociology; Environmental resource management; Economic growth; Social science; Economics; Engineering; Ecology; Management; Biology","score_opus":0.15100337875618777,"score_gpt":0.48179236179305596,"score_spread":0.3307889830368682,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4391946129","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.936939,0.0006626249,0.05431707,0.0024311065,0.002232275,0.0026312391,0.00010324569,0.00026978197,0.000413633],"genre_scores_gemma":[0.99773586,7.96274e-7,0.0011318608,0.000041522675,0.00016106697,0.00034386566,0.0000010594229,0.00002746263,0.00055648055],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9867522,0.00065794965,0.003048854,0.0031872143,0.004147115,0.0022066357],"domain_scores_gemma":[0.9509277,0.013070259,0.00051015936,0.0046570003,0.029815681,0.0010192054],"candidate_categories":["metaresearch","metaepi_narrow","sts","scholarly_communication"],"consensus_categories":["metaresearch","sts"],"category_scores_codex":[0.032776076,0.0005603947,0.0012063958,0.0010035904,0.003854145,0.0036315857,0.0028711045,0.00019797099,0.00013404623],"category_scores_gemma":[0.23265111,0.0003987052,0.0007195219,0.0083291,0.010040912,0.003383082,0.002193351,0.00042105635,0.000013382377],"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":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00021795522,0.00045015116,0.08311991,0.0021218453,0.000016406277,0.000101948855,0.0053966367,0.00064114074,0.00030852942,0.8389173,0.0011460033,0.06756215],"study_design_scores_gemma":[0.00026524716,0.00039439477,0.01832866,0.00009157719,0.000027114214,0.000024456465,0.044158712,0.016476797,0.00033336403,0.90433115,0.015104151,0.00046437664],"about_ca_topic_score_codex":0.0009320057,"about_ca_topic_score_gemma":0.0002996462,"teacher_disagreement_score":0.19987504,"about_ca_system_score_codex":0.005876107,"about_ca_system_score_gemma":0.013395647,"threshold_uncertainty_score":0.99984646},"labels":[],"label_agreement":null},{"id":"W4394715159","doi":"10.1007/s11625-024-01486-6","title":"How do we reinforce climate action?","year":2024,"lang":"en","type":"article","venue":"Sustainability Science","topic":"Environmental Education and Sustainability","field":"Environmental Science","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"Social Sciences and Humanities Research Council; Canada Research Chairs","keywords":"Landscape ecology; Action (physics); Climate change; Sustainable development; Environmental ethics; Political science; Environmental planning; Geography; Ecology; Biology; Philosophy","score_opus":0.009323305636544729,"score_gpt":0.2924912773143824,"score_spread":0.2831679716778377,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4394715159","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9391876,0.00031969184,0.0011565891,0.043270867,0.0008583196,0.001016946,0.00000675055,0.00038361788,0.01379961],"genre_scores_gemma":[0.9899506,0.00009450646,0.0004128818,0.0001534741,0.000046924935,0.000073178046,0.0000014802025,0.000013928914,0.009253026],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99686635,0.00007665537,0.0002425779,0.0010539962,0.0008787915,0.0008816485],"domain_scores_gemma":[0.9986159,0.00010022011,0.000045041932,0.00084634736,0.000052103456,0.0003403937],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002010257,0.00021701696,0.00014340102,0.00012408239,0.0007054225,0.00085294445,0.000667391,0.000070047434,0.0017771348],"category_scores_gemma":[0.0008431171,0.0001879191,0.00010656502,0.0018345247,0.0033607378,0.0024052267,0.00063526275,0.00028477085,0.00034787416],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007482709,0.00056285603,0.32857814,0.0016351583,0.000014335925,0.00008614901,0.014462795,0.0036369874,0.0073331348,0.058760736,0.0075209863,0.57733387],"study_design_scores_gemma":[0.00017014534,0.00015526185,0.20550843,0.000026614993,0.00001833924,0.000038564,0.044016715,0.005723907,0.0026030827,0.07278889,0.6682704,0.00067964173],"about_ca_topic_score_codex":0.000118757416,"about_ca_topic_score_gemma":0.000016682367,"teacher_disagreement_score":0.66074944,"about_ca_system_score_codex":0.004485548,"about_ca_system_score_gemma":0.00037215024,"threshold_uncertainty_score":0.99935156},"labels":[],"label_agreement":null},{"id":"W4396239689","doi":"10.1007/s11625-024-01496-4","title":"Reimagining the language of engagement in a post-stakeholder world","year":2024,"lang":"en","type":"article","venue":"Sustainability Science","topic":"Sustainability and Climate Change Governance","field":"Environmental Science","cited_by":98,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Capilano University","funders":"","keywords":"Ambiguity; Reflexivity; Stakeholder; Inclusion (mineral); Equity (law); Sociology; Public relations; Narrative; Environmental ethics; Political science; Social science; Law","score_opus":0.02299665515243319,"score_gpt":0.29074144190777423,"score_spread":0.267744786755341,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4396239689","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9834089,0.00033360074,0.000025032206,0.008228649,0.00016993519,0.0006054542,0.000007093122,0.000051116775,0.0071702064],"genre_scores_gemma":[0.99772185,0.000007836733,0.00010809563,0.00023153417,0.000018821283,0.00005897589,7.3057925e-7,0.000007991144,0.0018441922],"study_design_codex":"qualitative","study_design_gemma":"observational","domain_scores_codex":[0.997677,0.00013999306,0.000301155,0.0006033689,0.00069769245,0.00058077933],"domain_scores_gemma":[0.9988316,0.00031295876,0.000054988202,0.00065550697,0.00007495639,0.00006994346],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004682333,0.00013665286,0.00013700279,0.00013587101,0.00020823212,0.00011354953,0.00079946365,0.000023700144,0.0009959644],"category_scores_gemma":[0.0016037708,0.00008543867,0.000060503666,0.0031735857,0.0025000721,0.00071990903,0.00064020837,0.00035677972,0.000028249506],"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":[0.00012906699,0.0006299854,0.35868976,0.001328449,0.000015299956,0.00036817644,0.45672697,0.0057629435,0.015546947,0.033291157,0.001299753,0.12621148],"study_design_scores_gemma":[0.0003074742,0.00014495628,0.58242637,0.000102995364,0.000018883797,0.000011470151,0.35333958,0.006055656,0.004451944,0.027528265,0.025145007,0.00046740926],"about_ca_topic_score_codex":0.0025817135,"about_ca_topic_score_gemma":0.0018924673,"teacher_disagreement_score":0.22373658,"about_ca_system_score_codex":0.0016981077,"about_ca_system_score_gemma":0.00036340894,"threshold_uncertainty_score":0.99991727},"labels":[],"label_agreement":null},{"id":"W4398776308","doi":"10.1007/s11625-024-01509-2","title":"A multi-case institutional analysis of water–energy–food nexus governance","year":2024,"lang":"en","type":"article","venue":"Sustainability Science","topic":"Water-Energy-Food Nexus Studies","field":"Environmental Science","cited_by":11,"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 Waterloo","funders":"","keywords":"Nexus (standard); Corporate governance; Landscape ecology; Water energy; Sustainable development; Business; Environmental planning; Political science; Environmental resource management; Natural resource economics; Environmental science; Ecology; Economics; Biology; Computer science","score_opus":0.010450319322667706,"score_gpt":0.2459675362700206,"score_spread":0.2355172169473529,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4398776308","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97382396,0.0003632473,0.013182134,0.0014530884,0.00041398648,0.00024109906,0.00015797702,0.00015738393,0.01020709],"genre_scores_gemma":[0.9984269,0.0000033628287,0.0006768616,0.00006458012,0.000018195045,0.000043333723,0.000004589266,0.000008167336,0.0007539891],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9968836,0.00006969934,0.00040627024,0.0010131665,0.00091105734,0.0007162595],"domain_scores_gemma":[0.99891126,0.00008139621,0.000060704497,0.0006358742,0.00013342274,0.00017733125],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0010316027,0.00022623234,0.0003077295,0.00023525162,0.0005913223,0.00009574663,0.0006559854,0.000056181372,0.00028850348],"category_scores_gemma":[0.00037316832,0.00016363054,0.00019671439,0.004314144,0.004211592,0.0010349839,0.001095621,0.000114319744,0.000020075391],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000840769,0.0012921074,0.017490052,0.00036516035,0.0007448594,0.0022994252,0.01115777,0.22965178,0.023695976,0.69393647,0.0003560158,0.018926287],"study_design_scores_gemma":[0.0007108715,0.000709682,0.10566064,0.00005369596,0.0008727486,0.000363714,0.0054712235,0.5805399,0.044902,0.24295454,0.016305242,0.0014557505],"about_ca_topic_score_codex":0.0068623465,"about_ca_topic_score_gemma":0.003922569,"teacher_disagreement_score":0.45098194,"about_ca_system_score_codex":0.0017830426,"about_ca_system_score_gemma":0.00024430561,"threshold_uncertainty_score":0.99975103},"labels":[],"label_agreement":null},{"id":"W4403766998","doi":"10.1007/s11625-024-01576-5","title":"Carbon footprint of global Bitcoin mining: emissions beyond borders","year":2024,"lang":"en","type":"article","venue":"Sustainability Science","topic":"Recycling and Waste Management Techniques","field":"Environmental Science","cited_by":15,"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 British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Carbon footprint; Footprint; Sustainable development; Ecological footprint; Environmental science; Landscape ecology; Natural resource economics; Greenhouse gas; Environmental resource management; Geography; Economics; Geology; Ecology; Oceanography","score_opus":0.005712010413359265,"score_gpt":0.295522089346898,"score_spread":0.2898100789335387,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403766998","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.92863744,0.00004737378,0.00063592236,0.0020623645,0.00016647555,0.00034404238,0.0000019402078,0.00020909887,0.06789532],"genre_scores_gemma":[0.9975883,0.000004690541,0.0017995113,0.000029038527,0.000010103245,0.000016611819,3.304821e-7,0.000005260276,0.0005461657],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99807066,0.000040815004,0.0002549817,0.0006149754,0.00059920375,0.00041938806],"domain_scores_gemma":[0.9992159,0.000054524193,0.00004416527,0.00050598214,0.0000427762,0.00013665626],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0014620662,0.000126892,0.00012896118,0.000066818924,0.00015022814,0.00008718128,0.0006184485,0.00004350554,0.000047749367],"category_scores_gemma":[0.00057928264,0.000107086365,0.00006728248,0.0019942564,0.0017358059,0.00014153442,0.0006747933,0.00009415406,0.0000042353186],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000021415997,0.00024142223,0.617382,0.000375417,0.000012085506,0.00004414025,0.0019502924,0.00239674,0.007112845,0.022287281,0.0011251048,0.34705126],"study_design_scores_gemma":[0.000324687,0.0007105508,0.5134694,0.00019331647,0.00007133614,0.000018547518,0.015512464,0.043119963,0.023787867,0.34786272,0.053804975,0.0011241579],"about_ca_topic_score_codex":0.0013427775,"about_ca_topic_score_gemma":0.000062292114,"teacher_disagreement_score":0.34592712,"about_ca_system_score_codex":0.0010244567,"about_ca_system_score_gemma":0.0002364566,"threshold_uncertainty_score":0.6395649},"labels":[],"label_agreement":null},{"id":"W4404215833","doi":"10.1007/s11625-024-01582-7","title":"Building ethical awareness to strengthen co-production for transformation","year":2024,"lang":"en","type":"article","venue":"Sustainability Science","topic":"Sustainability and Climate Change Governance","field":"Environmental Science","cited_by":5,"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":"Rheinische Friedrich-Wilhelms-Universität Bonn","keywords":"Sustainable development; Landscape ecology; Production (economics); Transformation (genetics); Sustainability; Business; Environmental planning; Environmental ethics; Environmental resource management; Engineering ethics; Political science; Environmental science; Ecology; Engineering; Biology; Law; Economics","score_opus":0.030338124273819538,"score_gpt":0.35360257793191957,"score_spread":0.3232644536581,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404215833","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9586511,0.000028534192,0.01650332,0.022139031,0.000509675,0.0014473248,0.00002146228,0.000182832,0.0005166766],"genre_scores_gemma":[0.99731886,0.0000052697546,0.0017776578,0.00029808626,0.00008582996,0.0002783067,0.0000033110418,0.00001203856,0.00022063177],"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9973274,0.000058233698,0.00028206024,0.0009234194,0.00072798604,0.00068092014],"domain_scores_gemma":[0.9989436,0.00020778948,0.000032610536,0.000441827,0.00016880655,0.00020531313],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0039179376,0.00016471323,0.0001431528,0.00010704001,0.0006909439,0.00024118004,0.00052484206,0.00011530243,0.00017329148],"category_scores_gemma":[0.0033147314,0.00015119545,0.00008390817,0.0016385373,0.0011228478,0.0011347384,0.00013426911,0.00025884953,0.00004584366],"study_design_candidate":"theoretical_or_conceptual","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":[0.0005977869,0.00056388683,0.020513885,0.004826031,0.00002086263,0.000024940753,0.1858074,0.09654057,0.04576376,0.23005426,0.007450934,0.4078357],"study_design_scores_gemma":[0.000582463,0.00088246557,0.052128058,0.0001820226,0.000058541813,0.000037353813,0.08020873,0.06572269,0.07098826,0.36506906,0.36246094,0.0016793875],"about_ca_topic_score_codex":0.00024729702,"about_ca_topic_score_gemma":0.000113207854,"teacher_disagreement_score":0.4061563,"about_ca_system_score_codex":0.0030814083,"about_ca_system_score_gemma":0.00038155197,"threshold_uncertainty_score":0.80577755},"labels":[{"model":"gemma","categories":["sts"],"domain":null,"study_design":"theoretical_or_conceptual","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"high"},{"model":"gpt","categories":[],"domain":null,"study_design":"theoretical_or_conceptual","genre":"commentary","about_ca_system":false,"about_ca_topic":false,"confidence":"medium"}],"label_agreement":"split"},{"id":"W4404350475","doi":"10.1007/s11625-024-01578-3","title":"Circular bioeconomy accounting tool (CBEAT): a holistic framework for agriculture and agri-food system circularity practice","year":2024,"lang":"en","type":"article","venue":"Sustainability Science","topic":"Bioeconomy and Sustainability Development","field":"Agricultural and Biological Sciences","cited_by":5,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"","keywords":"Agriculture; Landscape ecology; Business; Sustainable development; Environmental resource management; Sustainability; Environmental planning; Accounting; Geography; Ecology; Environmental science; Biology","score_opus":0.015109684245888154,"score_gpt":0.2640512405024066,"score_spread":0.24894155625651843,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404350475","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.976281,0.0012499776,0.0047030025,0.013800734,0.0005678601,0.0025856998,0.00008164546,0.00038979022,0.00034031432],"genre_scores_gemma":[0.9959312,0.000009718203,0.002935937,0.0004458645,0.00027945943,0.00032480375,0.000016631977,0.0000025734419,0.0000538159],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9965167,0.00013276274,0.00052324455,0.0014555873,0.00041051916,0.00096115505],"domain_scores_gemma":[0.9966471,0.0015458411,0.0001269955,0.00024416167,0.0011801214,0.00025579022],"candidate_categories":["sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.004214443,0.00033211868,0.0003543023,0.000063541025,0.0013112604,0.0015059647,0.0006343985,0.0002683957,0.000022990796],"category_scores_gemma":[0.0047401735,0.00015497307,0.00017332494,0.0013778863,0.0009088497,0.0015708139,0.00033311473,0.00039797203,0.000008290489],"study_design_candidate":"theoretical_or_conceptual","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":[0.00009037026,0.0002759691,0.011576325,0.0042656707,0.00009691923,0.000057054527,0.0023681147,0.00003055995,0.0026640235,0.84509,0.00018037779,0.13330466],"study_design_scores_gemma":[0.00037652315,0.0009815636,0.23215353,0.0003537698,0.0002069302,0.00036868628,0.12627883,0.0027125338,0.0011084455,0.24416319,0.38924083,0.002055166],"about_ca_topic_score_codex":0.00021353352,"about_ca_topic_score_gemma":0.00003876749,"teacher_disagreement_score":0.60092676,"about_ca_system_score_codex":0.0015085262,"about_ca_system_score_gemma":0.00062522764,"threshold_uncertainty_score":0.9999889},"labels":[],"label_agreement":null},{"id":"W4405229933","doi":"10.1007/s11625-024-01597-0","title":"Climate policy beyond ideological trenches","year":2024,"lang":"en","type":"article","venue":"Sustainability Science","topic":"Climate Change Policy and Economics","field":"Economics, Econometrics and Finance","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":"International Political Science Association","funders":"HORIZON EUROPE Global Challenges and European Industrial Competitiveness","keywords":"Landscape ecology; Ideology; Sustainable development; Climate change; Political science; Environmental planning; Climate policy; Environmental resource management; Environmental ethics; Environmental science; Ecology; Politics; Biology; Law; Philosophy","score_opus":0.04362489295952716,"score_gpt":0.303649566097649,"score_spread":0.26002467313812183,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4405229933","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.88378775,0.0015850489,0.00051240635,0.024229642,0.00083565747,0.00038579394,0.00026854078,0.00028384023,0.08811133],"genre_scores_gemma":[0.99793696,0.00015318408,0.00028347358,0.0005997831,0.0002728727,0.000039391958,0.000005670166,0.000012962305,0.00069568225],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99758184,0.000011740302,0.0005302928,0.0008830296,0.000052371124,0.00094071217],"domain_scores_gemma":[0.999009,0.00012557721,0.000083298764,0.00051058526,0.00006872574,0.00020277828],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0024742181,0.00017185934,0.00029869014,0.0006819535,0.00035570044,0.000475024,0.0005634759,0.00009212062,0.00041169315],"category_scores_gemma":[0.0015585065,0.00017619686,0.00013717564,0.0014955609,0.0012546186,0.0008719283,0.0003520745,0.00018875468,0.0007793157],"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":[0.00000515809,0.00003582451,0.02325057,0.0001336819,0.0000036267968,0.000008288879,0.0011479657,0.000034861594,0.000011117193,0.9713959,0.00017931618,0.0037936568],"study_design_scores_gemma":[0.00009537656,0.000068403584,0.032027654,0.000008184392,0.0000022744084,0.000012898078,0.00069996173,0.006569568,0.00008798205,0.92718923,0.032952204,0.00028626903],"about_ca_topic_score_codex":0.0005868677,"about_ca_topic_score_gemma":0.000051478,"teacher_disagreement_score":0.11414924,"about_ca_system_score_codex":0.0012235478,"about_ca_system_score_gemma":0.00031043572,"threshold_uncertainty_score":0.9999987},"labels":[],"label_agreement":null},{"id":"W4406408205","doi":"10.1007/s11625-024-01607-1","title":"Co-imagining future scenarios can enhance environmental actors’ empathy toward future generations and non-human life-forms","year":2025,"lang":"en","type":"article","venue":"Sustainability Science","topic":"Climate Change Communication and Perception","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University; Brock University; McGill University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Empathy; Landscape ecology; Sustainable development; Environmental ethics; Psychology; Sociology; Environmental resource management; Social psychology; Ecology; Environmental science; Biology; Philosophy","score_opus":0.05809071207117883,"score_gpt":0.41502658739070464,"score_spread":0.3569358753195258,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4406408205","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9561664,0.00016948464,0.00017631691,0.03733414,0.00032409086,0.0005538679,0.000021024067,0.00006369063,0.0051909876],"genre_scores_gemma":[0.9974374,0.00071061717,0.00012300666,0.0007729701,0.0003089246,0.000047076323,0.000028141576,0.0000050736626,0.00056677643],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9983019,0.00014630269,0.0002256394,0.00045990924,0.0004131593,0.00045309195],"domain_scores_gemma":[0.998959,0.000049604947,0.000080524755,0.0005012426,0.00016778235,0.00024184515],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0014304919,0.00014167809,0.0001476156,0.00016607248,0.0034947072,0.00036429733,0.00060912455,0.0001045542,0.00021287535],"category_scores_gemma":[0.00028910427,0.00013501453,0.000047252037,0.0007059954,0.0022504241,0.00066531065,0.00017670532,0.00025651426,0.0000049436785],"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":[0.000022501097,0.0002978589,0.20242308,0.00015410437,0.000011046943,0.0000022275158,0.6892079,0.00003716304,0.011860936,0.01677166,0.00063348754,0.07857801],"study_design_scores_gemma":[0.00022667342,0.00004613419,0.27679008,0.000016135942,0.000012618175,5.615981e-7,0.67250276,0.00030543163,0.00046320682,0.0033286149,0.046005227,0.00030253062],"about_ca_topic_score_codex":0.0011599576,"about_ca_topic_score_gemma":0.0046528294,"teacher_disagreement_score":0.07827548,"about_ca_system_score_codex":0.001089234,"about_ca_system_score_gemma":0.0010309793,"threshold_uncertainty_score":0.9978026},"labels":[],"label_agreement":null},{"id":"W4406782738","doi":"10.1007/s11625-024-01602-6","title":"Key conservation actions for European steppes in the context of the Post-2020 Global Biodiversity Framework","year":2025,"lang":"en","type":"article","venue":"Sustainability Science","topic":"Rangeland Management and Livestock Ecology","field":"Environmental Science","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Universidad de Alicante","keywords":"Biodiversity; Landscape ecology; Context (archaeology); Nature Conservation; Environmental resource management; Key (lock); Steppe; Biodiversity conservation; Environmental planning; Conservation science; Geography; Ecology; Biology; Environmental science; Habitat","score_opus":0.007981214690941433,"score_gpt":0.2540616042763147,"score_spread":0.24608038958537326,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4406782738","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.966067,0.000004634159,0.00054792396,0.02761763,0.00015190843,0.0009187294,0.000015348669,0.000008526498,0.004668311],"genre_scores_gemma":[0.9983385,9.40781e-7,0.0001217381,0.0014158709,0.0000034321638,0.000014872997,0.0000010555644,4.5548907e-7,0.000103141276],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99913156,0.00016170664,0.00012293663,0.00022680273,0.00016372571,0.00019324143],"domain_scores_gemma":[0.9993621,0.00019686356,0.000057673144,0.00030322987,0.00006247555,0.000017653658],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013380715,0.00005583955,0.000064845204,0.000022128226,0.00047038408,0.00003096811,0.0007654039,0.000022507571,0.000032230593],"category_scores_gemma":[0.0014025326,0.00003480164,0.000042769432,0.0010975966,0.0013540362,0.00019610747,0.0003596289,0.00007123736,0.0000064344063],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000023065024,0.00006355161,0.9814311,0.000017465043,0.0000018182046,3.7821448e-7,0.0013993701,0.00007900412,0.000038309674,0.012524521,0.0019113335,0.0025100547],"study_design_scores_gemma":[0.00012706933,0.000044633503,0.9619271,0.0000030391213,0.000007868255,2.0967268e-7,0.016806364,0.000070408496,0.000019798066,0.011059509,0.009898069,0.000035937326],"about_ca_topic_score_codex":0.0011603554,"about_ca_topic_score_gemma":0.0026471596,"teacher_disagreement_score":0.032271504,"about_ca_system_score_codex":0.00034693888,"about_ca_system_score_gemma":0.00009343995,"threshold_uncertainty_score":0.49890026},"labels":[],"label_agreement":null},{"id":"W4408474551","doi":"10.1007/s11625-024-01621-3","title":"Exploring the impacts of global change on small-scale fisheries: expanding the use of I-ADApT as a decision support tool","year":2025,"lang":"en","type":"article","venue":"Sustainability Science","topic":"Marine and fisheries research","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Bedford Institute of Oceanography; Fisheries and Oceans Canada; University of Waterloo","funders":"Social Sciences and Humanities Research Council","keywords":"Landscape ecology; Scale (ratio); Environmental resource management; Sustainable development; Business; Fishery; Environmental planning; Environmental science; Ecology; Geography; Biology","score_opus":0.09261190927202836,"score_gpt":0.324094165561415,"score_spread":0.23148225628938665,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4408474551","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9870966,0.000002150795,0.0002575707,0.0025207396,0.00012639542,0.00079905475,0.0000057075044,0.000012803635,0.009178958],"genre_scores_gemma":[0.9990287,0.000019328727,0.00023313363,0.00024187639,0.000011839208,0.00009725267,3.6920784e-7,0.0000033432189,0.000364174],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9977475,0.00010005758,0.00031533375,0.00041838002,0.0008931376,0.0005256332],"domain_scores_gemma":[0.9982007,0.00053595833,0.00008671321,0.0009541291,0.00013766527,0.000084793166],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0021001254,0.00012816193,0.00016627873,0.00004653251,0.0004680193,0.00012375375,0.0011219736,0.000030299758,0.000413624],"category_scores_gemma":[0.004097583,0.00007327282,0.00007999108,0.0023105403,0.0027896746,0.001053789,0.0014562882,0.0001573796,0.000004931694],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00020026749,0.0001018463,0.77371883,0.000051707662,0.0000034084412,0.0000036178658,0.0024011047,0.00006869615,0.00021147063,0.0011400882,0.0002974659,0.22180149],"study_design_scores_gemma":[0.00017122946,0.0004361986,0.9667697,0.000022438531,0.000006882456,0.0000024499898,0.0066823694,0.0004943308,0.0017120551,0.004456375,0.019129181,0.00011679187],"about_ca_topic_score_codex":0.008994783,"about_ca_topic_score_gemma":0.0010138996,"teacher_disagreement_score":0.22168471,"about_ca_system_score_codex":0.0008418232,"about_ca_system_score_gemma":0.00034568302,"threshold_uncertainty_score":0.9999242},"labels":[],"label_agreement":null},{"id":"W4408481848","doi":"10.1007/s11625-025-01658-y","title":"Transformative capacities for navigating system change: a framework for sustainability research and practice","year":2025,"lang":"en","type":"article","venue":"Sustainability Science","topic":"Complex Systems and Decision Making","field":"Decision Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Transformative learning; Sustainability; Sustainable development; Landscape ecology; Sustainability science; Process management; Environmental resource management; Political science; Engineering ethics; Business; Sociology; Social sustainability; Engineering; Ecology; Environmental science; Biology; Pedagogy","score_opus":0.30024780766469045,"score_gpt":0.5690775767867949,"score_spread":0.2688297691221045,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4408481848","genre_codex":"methods","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":[0.1623034,0.0008113825,0.80180645,0.020554595,0.00082983455,0.011177383,0.0000791574,0.00013112853,0.0023066432],"genre_scores_gemma":[0.97309583,0.0000011182182,0.024175186,0.00017521749,0.000115648145,0.0019630436,5.687692e-7,0.000010319908,0.00046306805],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9917305,0.0010410335,0.0013597084,0.0016510969,0.0027505108,0.0014671452],"domain_scores_gemma":[0.8776769,0.082201846,0.0004527136,0.0018342965,0.03750207,0.0003321857],"candidate_categories":["metaresearch","sts","scholarly_communication"],"consensus_categories":["metaresearch","sts"],"category_scores_codex":[0.093911804,0.00026007113,0.00062069343,0.00082119164,0.0044239797,0.0019183509,0.0017007734,0.00016793267,0.000004775524],"category_scores_gemma":[0.3537627,0.00020050346,0.00017673147,0.0060246396,0.004825283,0.0026084697,0.00068094727,0.000532722,0.0000017680857],"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":[0.00041230928,0.000064965774,0.0009592725,0.00084284536,0.0000062256668,0.0000020082316,0.022794485,0.000019837335,0.000014618364,0.91923165,0.00022381288,0.055427946],"study_design_scores_gemma":[0.00023959017,0.00020311242,0.0007361888,0.00014003698,0.000005912645,0.000008176379,0.39860454,0.009674443,0.000056099947,0.5828382,0.0073725884,0.000121142395],"about_ca_topic_score_codex":0.0004992554,"about_ca_topic_score_gemma":0.000058230078,"teacher_disagreement_score":0.81079245,"about_ca_system_score_codex":0.0024802277,"about_ca_system_score_gemma":0.0028586807,"threshold_uncertainty_score":0.99911773},"labels":[],"label_agreement":null},{"id":"W4408736509","doi":"10.1007/s11625-025-01664-0","title":"Working at the crossroads of alternative currencies and degrowth: setting a research agenda","year":2025,"lang":"en","type":"article","venue":"Sustainability Science","topic":"Housing, Finance, and Neoliberalism","field":"Economics, Econometrics and Finance","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Defence Research and Development Canada","funders":"Lunds Universitet; Svenska Forskningsrådet Formas","keywords":"Degrowth; Sustainable development; Landscape ecology; Political science; Sustainability; Biology; Ecology; Law","score_opus":0.0686424644442089,"score_gpt":0.34233120760417635,"score_spread":0.27368874315996744,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4408736509","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9634022,0.0019011751,0.00047520065,0.0020442975,0.0003126857,0.00035964718,0.000010948762,0.000014217757,0.031479623],"genre_scores_gemma":[0.99617827,0.000086601205,0.0001613328,0.000100387704,0.000026170852,0.000025011683,4.6307096e-7,0.0000048142006,0.0034169704],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","domain_scores_codex":[0.998186,0.00006355022,0.00042994253,0.0005982762,0.00013970457,0.00058253785],"domain_scores_gemma":[0.9984891,0.0003805317,0.0001804415,0.000493915,0.00040723933,0.000048783728],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0067912564,0.00010537817,0.00022851556,0.00038353328,0.0011975259,0.00018075327,0.00061474676,0.0000455079,0.000019060186],"category_scores_gemma":[0.0013692757,0.00009168165,0.00005431767,0.0019931714,0.003984724,0.00029842812,0.0007377401,0.00025271616,0.0000056747476],"study_design_candidate":"theoretical_or_conceptual","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":[0.000024686331,0.00005342206,0.39549476,0.00014702643,0.000008872953,0.0000035981207,0.015409735,0.00009071713,0.00011399477,0.57411003,0.0004349869,0.01410819],"study_design_scores_gemma":[0.0006076173,0.00011287544,0.41045055,0.00012343306,0.0000054579355,0.0000049655246,0.0085577555,0.0049444856,0.0046205833,0.37478372,0.19539551,0.00039303928],"about_ca_topic_score_codex":0.0014507526,"about_ca_topic_score_gemma":0.00023115767,"teacher_disagreement_score":0.1993263,"about_ca_system_score_codex":0.00066528184,"about_ca_system_score_gemma":0.00038861574,"threshold_uncertainty_score":0.99872583},"labels":[],"label_agreement":null},{"id":"W4408915569","doi":"10.1007/s11625-025-01636-4","title":"“This will destroy Jeev and Jantu”: infrastructures of modernity across water, energy, and land in Jaisalmer, India","year":2025,"lang":"en","type":"article","venue":"Sustainability Science","topic":"Water Governance and Infrastructure","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"The Scarborough Hospital; University of Toronto","funders":"Norges Forskningsråd","keywords":"Landscape ecology; Water energy; Modernity; Sustainable development; Business; Geography; Environmental science; Ecology; Water resource management; Political science; Biology","score_opus":0.0034824152728087114,"score_gpt":0.2902184495289189,"score_spread":0.28673603425611016,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4408915569","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99607754,0.00017775431,0.00013231196,0.0009656474,0.00013156848,0.00021550717,0.000016909184,0.000018650406,0.0022641178],"genre_scores_gemma":[0.99916965,0.00008167521,0.00015135523,0.00012781926,0.00002131593,0.000008582081,0.0000011579431,0.0000033752408,0.00043506527],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9980611,0.00012641354,0.00026844765,0.00047301716,0.00040972116,0.0006612825],"domain_scores_gemma":[0.99912655,0.000089094596,0.000074012605,0.0002636929,0.00032002307,0.00012659801],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0014578268,0.000142578,0.00024178512,0.00014268121,0.00063222606,0.00016263545,0.0004408385,0.00012563943,0.000031745494],"category_scores_gemma":[0.0010382672,0.00010892986,0.000026564792,0.0007315998,0.0047575245,0.0010216886,0.0003977279,0.00015941638,1.2061112e-7],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000039962903,0.000028845727,0.9359589,0.00011030565,0.0000032285586,0.0000038990097,0.03215473,0.000050703726,0.0006518123,0.016220404,0.000109110224,0.014668101],"study_design_scores_gemma":[0.00045899095,0.000054522217,0.7788618,0.000033023,0.000005976991,0.0000014735863,0.008578095,0.00019742374,0.005811956,0.1990332,0.0067658746,0.00019763356],"about_ca_topic_score_codex":0.023160469,"about_ca_topic_score_gemma":0.0072605205,"teacher_disagreement_score":0.1828128,"about_ca_system_score_codex":0.00028079373,"about_ca_system_score_gemma":0.00077768,"threshold_uncertainty_score":0.997951},"labels":[],"label_agreement":null},{"id":"W4408934088","doi":"10.1007/s11625-025-01663-1","title":"The role of care in creating narratives for sustainability","year":2025,"lang":"en","type":"article","venue":"Sustainability Science","topic":"Sustainability and Climate Change Governance","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"Social Sciences and Humanities Research Council","keywords":"Narrative; Landscape ecology; Sustainability; Sustainable development; Political science; Environmental ethics; Business; Environmental planning; Ecology; Geography; Biology; Philosophy; Linguistics","score_opus":0.004135723074887906,"score_gpt":0.27622439313758695,"score_spread":0.27208867006269905,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4408934088","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.983376,0.0007337751,0.00009143564,0.0024519318,0.00009025394,0.0022093179,0.00000867503,0.000027062288,0.011011536],"genre_scores_gemma":[0.99884266,0.000012733435,0.00027571135,0.00004087988,0.000008717534,0.00039800644,0.0000010057955,0.0000057148764,0.0004145568],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.99726635,0.00015332438,0.0004951118,0.0007531991,0.00047653698,0.0008555012],"domain_scores_gemma":[0.9973063,0.0008364897,0.00016477625,0.0008576712,0.00075695215,0.00007780534],"candidate_categories":["metaresearch","sts"],"consensus_categories":[],"category_scores_codex":[0.0033051204,0.00018425474,0.00025530034,0.000085944135,0.0011277344,0.0000845835,0.0011050161,0.00007186478,0.000029311199],"category_scores_gemma":[0.0110741155,0.000142374,0.000112892696,0.0022659865,0.005063498,0.00051089237,0.00066741597,0.00016819965,7.8018616e-7],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00043983952,0.00022271276,0.7798011,0.00071876304,0.0000039538077,0.0000012856831,0.07841415,0.0016644226,0.0006781921,0.09078655,0.000024249313,0.047244836],"study_design_scores_gemma":[0.00021118243,0.00011185608,0.113343045,0.000013644932,0.0000030150075,1.9446748e-7,0.4875535,0.000491157,0.0023742537,0.3893914,0.006399496,0.00010727368],"about_ca_topic_score_codex":0.0010720046,"about_ca_topic_score_gemma":0.0027938318,"teacher_disagreement_score":0.666458,"about_ca_system_score_codex":0.005627476,"about_ca_system_score_gemma":0.0012602708,"threshold_uncertainty_score":0.99818975},"labels":[],"label_agreement":null},{"id":"W4410189576","doi":"10.1007/s11625-025-01685-9","title":"Toward adaptive climate communication and an expanded frame theory: lessons from environmental organizations","year":2025,"lang":"en","type":"article","venue":"Sustainability Science","topic":"Climate Change Communication and Perception","field":"Social Sciences","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":"University of Calgary; Balsillie School of International Affairs; University of Waterloo","funders":"","keywords":"Landscape ecology; Sustainable development; Environmental resource management; Frame (networking); Climate change; Environmental planning; Nature Conservation; Political science; Business; Geography; Computer science; Environmental science; Ecology; Biology; Telecommunications","score_opus":0.14871503130089875,"score_gpt":0.4458357569680591,"score_spread":0.29712072566716036,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4410189576","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97174865,0.00027759315,0.0021561307,0.013689041,0.00009794782,0.0005865949,0.000056524277,0.00012278397,0.011264709],"genre_scores_gemma":[0.996846,0.0018340327,0.00074526155,0.000322934,0.000020459782,0.0000312823,0.000048761944,0.0000043805453,0.00014685621],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","domain_scores_codex":[0.99826705,0.0007076444,0.00015805065,0.000295246,0.000248848,0.0003231345],"domain_scores_gemma":[0.9985416,0.00034973383,0.000064300395,0.0006715572,0.00022890534,0.00014393662],"candidate_categories":["sts"],"consensus_categories":["sts"],"category_scores_codex":[0.0024480629,0.00008711425,0.00010293463,0.00011255331,0.0024535817,0.0002214322,0.00065830763,0.00007574194,0.00028356139],"category_scores_gemma":[0.0013912852,0.00009109616,0.000018147262,0.00085462414,0.003124006,0.0010101212,0.0004369501,0.00014147778,0.000007220596],"study_design_candidate":"theoretical_or_conceptual","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":[0.000031764564,0.0002658371,0.078931645,0.000010641187,0.000004690905,1.3404099e-7,0.21845141,0.000008104892,0.00058587565,0.66841364,0.000028030752,0.03326823],"study_design_scores_gemma":[0.00018496327,0.00002677058,0.26286668,0.000016296839,0.000016658196,1.6953108e-7,0.5428781,0.00058979826,0.000078003555,0.18880203,0.004375145,0.00016540832],"about_ca_topic_score_codex":0.0017830987,"about_ca_topic_score_gemma":0.0012747402,"teacher_disagreement_score":0.4796116,"about_ca_system_score_codex":0.00079556037,"about_ca_system_score_gemma":0.00042214265,"threshold_uncertainty_score":0.9995889},"labels":[],"label_agreement":null},{"id":"W4410700103","doi":"10.1007/s11625-025-01690-y","title":"Governing University Living Labs for sustainability transformations: insights from 18 international case studies","year":2025,"lang":"en","type":"article","venue":"Sustainability Science","topic":"Innovative Approaches in Technology and Social Development","field":"Business, Management and Accounting","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Monash University","keywords":"Landscape ecology; Sustainability; Sustainable development; Sustainability science; Political science; Engineering ethics; Environmental ethics; Environmental planning; Environmental resource management; Ecology; Engineering; Geography; Biology; Social sustainability; Environmental science","score_opus":0.019156789512969192,"score_gpt":0.29237661796615727,"score_spread":0.2732198284531881,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4410700103","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9585606,0.00006155312,0.024107546,0.006082137,0.00065920805,0.0010255215,0.000009322894,0.00019037059,0.009303775],"genre_scores_gemma":[0.9980843,0.0000037225877,0.0009415096,0.00036357212,0.0000695829,0.000038135193,0.000007416838,0.0000037138159,0.0004880613],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9987094,0.000025870475,0.000266714,0.0004616834,0.00022367043,0.0003126588],"domain_scores_gemma":[0.9955613,0.00035085736,0.00013135713,0.00025579162,0.0036916093,0.000009077429],"candidate_categories":["metaresearch","sts"],"consensus_categories":[],"category_scores_codex":[0.0017249999,0.00013970683,0.00017802708,0.0004328434,0.0017396414,0.00015320869,0.00058903557,0.000083978965,0.000016218602],"category_scores_gemma":[0.008688932,0.00014098674,0.00005989888,0.0020406286,0.0014638175,0.0020433813,0.00066982216,0.00017422703,0.0000023985708],"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":[0.000049217146,0.00012409517,0.036490336,0.00045731108,0.00006525773,0.00004546014,0.004153239,0.000056635974,0.000016321781,0.9463744,0.0004566009,0.011711115],"study_design_scores_gemma":[0.0003794133,0.0000086340915,0.021460662,0.000040846397,0.000036039244,0.0000016732417,0.2604767,0.0037059556,0.00009044759,0.6768885,0.03665526,0.0002558284],"about_ca_topic_score_codex":0.00033146073,"about_ca_topic_score_gemma":0.00017654533,"teacher_disagreement_score":0.2694859,"about_ca_system_score_codex":0.0023427017,"about_ca_system_score_gemma":0.00072102575,"threshold_uncertainty_score":0.9996613},"labels":[],"label_agreement":null},{"id":"W4410729584","doi":"10.1007/s11625-025-01693-9","title":"The perspective of youth: envisioning transformative pathways and desirable futures for people and nature","year":2025,"lang":"en","type":"article","venue":"Sustainability Science","topic":"Sustainability and Climate Change Governance","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Richmond Hospital","funders":"U.S. Geological Survey; Svenska Forskningsrådet Formas","keywords":"Transformative learning; Perspective (graphical); Futures contract; Landscape ecology; Sustainable development; Sociology; Environmental ethics; Political science; Ecology; Computer science; Biology; Business; Philosophy; Law","score_opus":0.0069037746546628,"score_gpt":0.2607027889987832,"score_spread":0.2537990143441204,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4410729584","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99282396,0.0009658214,0.0004707347,0.0030327055,0.00007313414,0.00094233785,0.000025714602,0.000015357391,0.0016502147],"genre_scores_gemma":[0.99937856,0.000097609605,0.00026003885,0.00008592213,0.0000063035313,0.00004748988,5.1283047e-7,0.0000032168396,0.000120362165],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9985812,0.000055033506,0.00018949324,0.00046915014,0.00028862542,0.00041650812],"domain_scores_gemma":[0.99877083,0.0005450263,0.00007651284,0.00029636486,0.00024189785,0.00006936517],"candidate_categories":["sts"],"consensus_categories":["sts"],"category_scores_codex":[0.0018698713,0.00012570662,0.00016263514,0.000039797305,0.0015141009,0.00009391698,0.00035265493,0.000076359196,0.000008314154],"category_scores_gemma":[0.0028535794,0.00008745855,0.000042690343,0.0007464063,0.0030490793,0.00052343344,0.00028022617,0.00017975611,1.6550362e-7],"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":[0.00058498734,0.0002201828,0.10794066,0.000801706,0.000019885476,0.0000013129854,0.46373942,0.00041928788,0.0015962467,0.39451104,0.0001528115,0.030012444],"study_design_scores_gemma":[0.00023659562,0.0001018422,0.20065351,0.000011671393,0.0000136810095,7.611938e-7,0.5941456,0.0007773687,0.0018711884,0.20173036,0.00035331692,0.00010410664],"about_ca_topic_score_codex":0.0004973961,"about_ca_topic_score_gemma":0.00059687096,"teacher_disagreement_score":0.19278069,"about_ca_system_score_codex":0.0007392537,"about_ca_system_score_gemma":0.00020784001,"threshold_uncertainty_score":0.9997858},"labels":[],"label_agreement":null},{"id":"W4411506066","doi":"10.1007/s11625-025-01708-5","title":"The urgency of the Lancet Planetary Health–Earth Commission’s report and IPBES transformations versus the ongoing Z transformation: the need to soften the human sustainability boundaries","year":2025,"lang":"en","type":"article","venue":"Sustainability Science","topic":"Climate Change and Health Impacts","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"International Political Science Association","funders":"Fundação para a Ciência e a Tecnologia; Universidade do Minho; Ministério da Ciência, Tecnologia e Ensino Superior","keywords":"Planetary boundaries; Sustainability; Earth system science; Commission; Sustainability science; Environmental ethics; Sustainable development; Environmental resource management; Business; Political science; Sustainability organizations; Economics; Ecology; Law; Biology; Philosophy","score_opus":0.030288300470452244,"score_gpt":0.34875333296712024,"score_spread":0.318465032496668,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411506066","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5065481,0.00020654289,0.0001337927,0.4875057,0.00026622825,0.002399706,0.00001843816,0.000026154485,0.0028953417],"genre_scores_gemma":[0.99760175,0.00005231772,0.000016142818,0.0018747824,0.000033407134,0.00010541302,0.00000315042,0.0000041306303,0.00030890663],"study_design_codex":"qualitative","study_design_gemma":"observational","domain_scores_codex":[0.99708676,0.00040256584,0.000654508,0.00032169413,0.00075009535,0.00078438636],"domain_scores_gemma":[0.9971949,0.000913932,0.00019833131,0.0013299318,0.00020081125,0.00016212412],"candidate_categories":["sts"],"consensus_categories":["sts"],"category_scores_codex":[0.008496825,0.00017274154,0.00021661865,0.00003899283,0.012687468,0.00041581257,0.0014053396,0.000042598072,0.000042748354],"category_scores_gemma":[0.0025149032,0.00006825261,0.00007816923,0.001498739,0.005929517,0.0005088295,0.0003899117,0.00038738194,0.0000016840415],"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":[0.0008433623,0.00037215467,0.29477444,0.0018986281,0.000052070107,0.0000074696873,0.4166883,0.0043222876,0.00019225552,0.1078931,0.049541574,0.12341436],"study_design_scores_gemma":[0.0003327715,0.00013235882,0.7015775,0.000034002063,0.000020264031,0.000014349059,0.08326245,0.0005024007,0.00009820323,0.033837594,0.18006703,0.00012110921],"about_ca_topic_score_codex":0.0043946304,"about_ca_topic_score_gemma":0.009211136,"teacher_disagreement_score":0.49105364,"about_ca_system_score_codex":0.00073302304,"about_ca_system_score_gemma":0.0014542107,"threshold_uncertainty_score":0.99677575},"labels":[],"label_agreement":null},{"id":"W4413015449","doi":"10.1007/s11625-025-01704-9","title":"A method to identify positive tipping points to accelerate low-carbon transitions and actions to trigger them","year":2025,"lang":"en","type":"article","venue":"Sustainability Science","topic":"Ecosystem dynamics and resilience","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":"Royal Roads University","funders":"H2020 European Research Council","keywords":"Tipping point (physics); Landscape ecology; Sustainable development; Environmental resource management; Environmental science; Ecology; Biology; Engineering","score_opus":0.009759585660246648,"score_gpt":0.33383680985604075,"score_spread":0.3240772241957941,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413015449","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9098758,0.000002743459,0.06155472,0.02018011,0.00011260337,0.0013996246,0.000012310329,0.00003978841,0.006822263],"genre_scores_gemma":[0.9902366,7.937077e-7,0.007435301,0.0012876383,0.000008989491,0.000119560216,4.172381e-7,0.00000602226,0.0009046742],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.99764884,0.00013073086,0.00027185402,0.0009438599,0.00040642862,0.0005983011],"domain_scores_gemma":[0.99879336,0.00013431073,0.000034224096,0.00045214323,0.00015529912,0.00043063232],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0019596524,0.00016610717,0.00019344021,0.00024209944,0.0007841029,0.0002450248,0.00056410645,0.000048084632,0.000063552645],"category_scores_gemma":[0.0004764005,0.00015061251,0.000048533166,0.0035222974,0.000325519,0.00039519015,0.000576745,0.00013443931,0.000051819934],"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":[0.00035182582,0.00096419983,0.092418246,0.00045257877,0.000042497682,0.00007189333,0.037883673,0.06167431,0.6908454,0.02302984,0.0005877258,0.09167786],"study_design_scores_gemma":[0.00035339515,0.00021976815,0.9317312,0.00019936656,0.00003403825,0.000020590252,0.011570553,0.017198794,0.01952006,0.0169492,0.0015129645,0.00069002074],"about_ca_topic_score_codex":0.00075789826,"about_ca_topic_score_gemma":0.00051938446,"teacher_disagreement_score":0.83931303,"about_ca_system_score_codex":0.0012586779,"about_ca_system_score_gemma":0.000215134,"threshold_uncertainty_score":0.61418},"labels":[],"label_agreement":null},{"id":"W4413383337","doi":"10.1007/s11625-025-01728-1","title":"Ecological decline degrades non-material values—but resistance and resilience complicate the story","year":2025,"lang":"en","type":"article","venue":"Sustainability Science","topic":"Land Use and Ecosystem Services","field":"Environmental Science","cited_by":1,"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":"Social Sciences and Humanities Research Council of Canada; Rubenstein School of Environment and Natural Resources, University of Vermont","keywords":"Resistance (ecology); Resilience (materials science); Landscape ecology; Ecology; Nature Conservation; Sustainable development; Environmental ethics; Environmental resource management; Geography; Biology; Environmental science","score_opus":0.005643647512894212,"score_gpt":0.2503441966787255,"score_spread":0.24470054916583128,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413383337","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98777753,0.00006735146,0.00014906646,0.007893372,0.00019180977,0.00054605305,0.000005639048,0.000044225962,0.0033249343],"genre_scores_gemma":[0.998395,0.000010759258,0.00025257308,0.00070397666,0.00002179167,0.00005253431,7.0677794e-7,0.0000031419286,0.0005594614],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99793494,0.0001542823,0.0002463152,0.000720264,0.00040768934,0.000536517],"domain_scores_gemma":[0.99880064,0.0002867213,0.000079187994,0.0006447578,0.00006847075,0.00012020591],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0027866494,0.00015216766,0.00018103521,0.000042430343,0.0014805135,0.00020455221,0.0011651426,0.000057395184,0.00011209164],"category_scores_gemma":[0.00057041546,0.00009095477,0.000034935092,0.00083610555,0.0017703447,0.00045776364,0.0012336099,0.0001510058,0.000025208246],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002537962,0.00032062785,0.9769841,0.0004109787,0.000009706712,0.000023959125,0.0013955157,0.0015329159,0.005954529,0.0036566237,0.0028831789,0.006574105],"study_design_scores_gemma":[0.0001471712,0.00004472022,0.9604102,0.0000151707945,0.000008875005,0.000002541294,0.0012191306,0.0019462374,0.0011078501,0.029430287,0.0055237375,0.00014412808],"about_ca_topic_score_codex":0.00030450843,"about_ca_topic_score_gemma":0.001522241,"teacher_disagreement_score":0.025773663,"about_ca_system_score_codex":0.00048133713,"about_ca_system_score_gemma":0.00016599995,"threshold_uncertainty_score":0.9998194},"labels":[],"label_agreement":null},{"id":"W4413831071","doi":"10.1007/s11625-025-01726-3","title":"Grounding critical minerals in values-centred approaches for just sustainability transitions","year":2025,"lang":"en","type":"article","venue":"Sustainability Science","topic":"Mining and Resource Management","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"Commonwealth Scientific and Industrial Research Organisation","keywords":"Sustainability; Landscape ecology; Sustainable development; Sustainability science; Environmental resource management; Environmental planning; Earth science; Environmental science; Environmental ethics; Ecology; Geology; Social sustainability; Biology","score_opus":0.03351438691654104,"score_gpt":0.30003229325609476,"score_spread":0.26651790633955375,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413831071","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.87915367,0.00030471387,0.095052525,0.01007959,0.0004843238,0.0022916405,0.000010132462,0.00037122206,0.012252176],"genre_scores_gemma":[0.9977266,0.0000016191938,0.0010939175,0.0000417418,0.000029214063,0.00027054065,0.000003121322,0.000010001246,0.0008232105],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99789745,0.000071552015,0.00036328056,0.00056505867,0.00025395962,0.0008487006],"domain_scores_gemma":[0.99870366,0.0003347649,0.000014027561,0.00048326867,0.00034915935,0.0001151501],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0018612888,0.00018222812,0.00023967498,0.00046007746,0.0003816009,0.00015458117,0.00042509736,0.00007258305,0.000008892581],"category_scores_gemma":[0.0034088152,0.00017965809,0.000097314616,0.0015903665,0.001065251,0.0002770893,0.00009047401,0.0001781185,6.9551214e-7],"study_design_candidate":"simulation_or_modeling","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":[0.00010991141,0.00090665586,0.01103198,0.0128857745,0.00003929378,0.000025813759,0.025403965,0.32204938,0.00040333398,0.5810668,0.0017291609,0.04434797],"study_design_scores_gemma":[0.0012037245,0.00011101462,0.029336937,0.00012506155,0.00007079204,0.00000215122,0.20100422,0.6196686,0.00047482352,0.13928935,0.008023594,0.00068972225],"about_ca_topic_score_codex":0.000045087017,"about_ca_topic_score_gemma":0.000013868316,"teacher_disagreement_score":0.4417774,"about_ca_system_score_codex":0.0019819327,"about_ca_system_score_gemma":0.0004150808,"threshold_uncertainty_score":0.7326244},"labels":[],"label_agreement":null},{"id":"W4414814459","doi":"10.1007/s11625-025-01753-0","title":"Transition as the navigation of dilemmas: observing trade-offs and recognizing contradictions on the path to a bioeconomy","year":2025,"lang":"en","type":"article","venue":"Sustainability Science","topic":"Bioeconomy and Sustainability Development","field":"Agricultural and Biological Sciences","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 Alberta","funders":"","keywords":"Vision; Transition (genetics); Process (computing); Key (lock); Path (computing); Capability approach; Transformation (genetics)","score_opus":0.01214287459463282,"score_gpt":0.23696709814650152,"score_spread":0.2248242235518687,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4414814459","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.852675,0.000030425437,0.00006565815,0.14555801,0.00006886144,0.0010478871,0.000008769944,0.000021897455,0.000523491],"genre_scores_gemma":[0.9971985,0.000004537615,0.00004033576,0.0025768387,0.00001833402,0.00011433016,0.000002929727,4.0188442e-7,0.000043784934],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.99868375,0.00014417234,0.00028769943,0.00041384264,0.00016871648,0.00030184546],"domain_scores_gemma":[0.99876297,0.00071758864,0.00006287494,0.00015048882,0.0002292658,0.00007681927],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0022515322,0.000114051836,0.00013276843,0.000029891238,0.0011425322,0.00013284596,0.0004121473,0.000048543072,0.000030052895],"category_scores_gemma":[0.00070061896,0.000039863287,0.00005627994,0.0010268169,0.000832042,0.00022042102,0.00008948515,0.00014291979,0.0000010661687],"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":[0.00021470718,0.0004069837,0.048016082,0.0003433859,0.00003812031,0.0000030883416,0.019963678,0.00015651541,0.013271423,0.32690746,0.00038424588,0.5902943],"study_design_scores_gemma":[0.00017546551,0.0004127597,0.7953376,0.000113432565,0.0000222103,0.000004309115,0.08314214,0.0011814561,0.005018701,0.0966849,0.01764097,0.00026603913],"about_ca_topic_score_codex":0.0005415857,"about_ca_topic_score_gemma":0.00010576747,"teacher_disagreement_score":0.74732155,"about_ca_system_score_codex":0.00031271687,"about_ca_system_score_gemma":0.00024966587,"threshold_uncertainty_score":0.878755},"labels":[],"label_agreement":null},{"id":"W4417083334","doi":"10.1007/s11625-025-01772-x","title":"Unstable bridges—exploring the possibilities for “in between” spaces amidst divergent narratives in environmental governance","year":2025,"lang":"en","type":"article","venue":"Sustainability Science","topic":"Sustainability and Climate Change Governance","field":"Environmental 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":"University of Victoria","funders":"Stockholms Universitet","keywords":"Narrative; Bridging (networking); Framing (construction); Corporate governance; Narrative inquiry; Polarization (electrochemistry); Thematic analysis","score_opus":0.01973621082237329,"score_gpt":0.2666901033318128,"score_spread":0.24695389250943953,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4417083334","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9905898,0.00027354935,0.000092140035,0.006272493,0.00023863408,0.0017144944,0.00006174424,0.000032945543,0.0007242312],"genre_scores_gemma":[0.9974955,0.00008785234,0.00012839722,0.00012550491,0.00002389055,0.00056491717,0.000003101353,0.000008787762,0.0015621015],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9965385,0.0001437155,0.00048024757,0.0010719743,0.00066082564,0.0011047059],"domain_scores_gemma":[0.99850386,0.00047863726,0.00013125916,0.00074714265,0.00004292107,0.00009620475],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0029482525,0.00026799884,0.0003024562,0.000085293206,0.0007012591,0.00015244365,0.0011686159,0.00005700837,0.00013604178],"category_scores_gemma":[0.001599901,0.0002191364,0.00009623383,0.001587833,0.0039355243,0.0014867052,0.0008982333,0.00026499742,0.000009499552],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006731396,0.00021091852,0.9609638,0.00014373045,0.000002765923,0.000003532349,0.025627684,0.0038508126,0.00043499572,0.0057225125,0.000094592535,0.0028773735],"study_design_scores_gemma":[0.00036129335,0.00006622199,0.80313754,0.00003290075,0.0000033707113,3.194531e-7,0.15651019,0.00040785034,0.0012237593,0.034067243,0.0039750496,0.0002142731],"about_ca_topic_score_codex":0.0034871742,"about_ca_topic_score_gemma":0.0024357087,"teacher_disagreement_score":0.15782624,"about_ca_system_score_codex":0.00855687,"about_ca_system_score_gemma":0.00030742682,"threshold_uncertainty_score":0.9987752},"labels":[],"label_agreement":null},{"id":"W7116858287","doi":"10.1007/s11625-025-01769-6","title":"Sequencing sustainability and climate solutions: a systems view of implementation","year":2025,"lang":"en","type":"article","venue":"Sustainability Science","topic":"Sustainability and Climate Change Governance","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Sustainability; Sustainability science; Transformative learning; Sustainability organizations; Climate change; Leverage (statistics); Social sustainability; Sustainable development","score_opus":0.017117104628136898,"score_gpt":0.3118675902045704,"score_spread":0.29475048557643346,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7116858287","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9936329,0.00074657553,0.0005056204,0.0017165757,0.0001617387,0.00179802,0.000021283287,0.000064567044,0.0013527136],"genre_scores_gemma":[0.9993421,0.00011750382,0.00014712314,0.00009333761,0.000008446294,0.00017371282,0.0000023097045,0.0000063348457,0.00010917196],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99659926,0.00021049076,0.0006381396,0.00090156944,0.0006235215,0.0010269997],"domain_scores_gemma":[0.99801433,0.00020981503,0.00023238231,0.00079525146,0.0006030644,0.00014513473],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.005218202,0.00021937829,0.00032892812,0.0001457132,0.00086130324,0.00012302937,0.0005538787,0.00007506938,0.00012137623],"category_scores_gemma":[0.0023086497,0.000210676,0.00006984822,0.0023297386,0.003933768,0.0011348026,0.0012012449,0.00015657168,0.0000031154088],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001078081,0.00027031443,0.81245327,0.004882517,0.000016501586,0.000010030313,0.01186493,0.004481187,0.0022104776,0.12493528,0.0001712992,0.038596403],"study_design_scores_gemma":[0.00077348156,0.00022911707,0.5450082,0.00009377886,0.00006516853,0.000011983946,0.33682004,0.0066849818,0.0014862791,0.10464283,0.003662181,0.0005219959],"about_ca_topic_score_codex":0.004756358,"about_ca_topic_score_gemma":0.00055768294,"teacher_disagreement_score":0.3249551,"about_ca_system_score_codex":0.0071903714,"about_ca_system_score_gemma":0.0011588051,"threshold_uncertainty_score":0.998777},"labels":[],"label_agreement":null},{"id":"W781430428","doi":"10.1007/s11625-015-0319-3","title":"Landowner perceptions of the value of natural forest and natural grassland in a mosaic ecosystem in southern Brazil","year":2015,"lang":"en","type":"article","venue":"Sustainability Science","topic":"Conservation, Biodiversity, and Resource Management","field":"Environmental Science","cited_by":33,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo; University of Guelph","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Grassland; Agroforestry; Geography; Incentive; Land use; Ecosystem services; Biodiversity; Landscape ecology; Land cover; Environmental resource management; Ecosystem; Ecology; Environmental science; Habitat; Economics; Biology","score_opus":0.0047528586536970336,"score_gpt":0.2152068052582827,"score_spread":0.21045394660458566,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W781430428","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99848276,0.000023306191,0.000004808117,0.0008520773,0.000059763828,0.00038470505,0.0000067530036,0.000004301388,0.00018154018],"genre_scores_gemma":[0.9996558,8.081321e-7,0.000034508932,0.00002401413,0.0000030462886,0.0000038526227,6.897985e-7,0.0000013579568,0.000275913],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9989268,0.000093156894,0.00017575524,0.0002331336,0.00037741408,0.00019370434],"domain_scores_gemma":[0.9995623,0.0000363012,0.00006702012,0.0002343522,0.000054311447,0.000045689434],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011781023,0.00006790366,0.00010675551,0.00007976881,0.000100845944,0.000017411678,0.00036546902,0.00002310758,0.000009953477],"category_scores_gemma":[0.0003460272,0.00004291335,0.000028383518,0.0008112903,0.0010251707,0.00016087557,0.00051328243,0.00009137027,0.0000019083375],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001332774,0.000037322246,0.99064463,0.000030494328,6.433437e-7,6.3972396e-7,0.00650866,0.0022957188,0.00011099445,0.000029049801,0.000012028223,0.00031646292],"study_design_scores_gemma":[0.00034359618,0.000018043076,0.9670789,0.000009708926,0.0000029454188,0.0000010159284,0.023535969,0.007794844,0.000012962978,0.0010415252,0.00010637701,0.00005405901],"about_ca_topic_score_codex":0.007183825,"about_ca_topic_score_gemma":0.026140893,"teacher_disagreement_score":0.023565706,"about_ca_system_score_codex":0.00042594812,"about_ca_system_score_gemma":0.000090247064,"threshold_uncertainty_score":0.99942744},"labels":[],"label_agreement":null},{"id":"W784085576","doi":"10.1007/s11625-015-0317-5","title":"Coupling fishery dynamics, human health and social learning in a model of fish-borne pollution exposure","year":2015,"lang":"en","type":"article","venue":"Sustainability Science","topic":"COVID-19 epidemiological studies","field":"Mathematics","cited_by":7,"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 Waterloo; University of Guelph","funders":"","keywords":"Pollution; Livelihood; Human health; Fishing; Business; Environmental planning; Oreochromis; Natural resource economics; Environmental science; Environmental health; Environmental resource management; Fishery; Fish <Actinopterygii>; Ecology; Economics; Biology","score_opus":0.1885490402247973,"score_gpt":0.4335653419914248,"score_spread":0.24501630176662753,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W784085576","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9772725,0.000039829483,0.004613977,0.017579744,0.000017855753,0.0003505848,0.000003939303,0.000051618114,0.00006993993],"genre_scores_gemma":[0.9986708,0.000003067296,0.0009767336,0.00026384284,0.000012678251,0.000012773942,0.0000012524644,0.000004756726,0.000054056458],"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99822813,0.00013329975,0.00045654675,0.00040390392,0.00033657288,0.00044152036],"domain_scores_gemma":[0.99869335,0.00036909533,0.00021855446,0.00017127107,0.00042987772,0.00011788277],"candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0075130253,0.000111506175,0.00037610118,0.00010649301,0.00041587726,0.000022653294,0.00020996691,0.00006346016,9.357108e-7],"category_scores_gemma":[0.021428764,0.000098979224,0.0000359558,0.0004868954,0.0012076944,0.0002101811,0.0003397541,0.00023926308,8.87356e-8],"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":[0.00008651256,0.00038866457,0.6805989,0.0017363931,0.0000078405365,0.000002834288,0.03340308,0.067956984,0.000089215595,0.21214586,0.00045816976,0.0031255179],"study_design_scores_gemma":[0.00036722378,0.0002596736,0.07985024,0.000022415477,0.000003385144,4.0023426e-7,0.023202363,0.39350682,0.0000053640733,0.5026169,0.000024348174,0.00014085975],"about_ca_topic_score_codex":0.0008237331,"about_ca_topic_score_gemma":0.0010208208,"teacher_disagreement_score":0.6007487,"about_ca_system_score_codex":0.0020998698,"about_ca_system_score_gemma":0.0010511886,"threshold_uncertainty_score":0.98681414},"labels":[],"label_agreement":null},{"id":"W950871101","doi":"10.1007/s11625-015-0324-6","title":"Sustainability assessment of water governance alternatives: the case of Guanacaste Costa Rica","year":2015,"lang":"en","type":"article","venue":"Sustainability Science","topic":"Water resources management and optimization","field":"Engineering","cited_by":29,"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 British Columbia","funders":"Belmont Forum; National Science Foundation","keywords":"Corporate governance; Sustainability; Water scarcity; Environmental planning; Livelihood; Sustainable development; Sustainable tourism; Natural resource economics; Stakeholder; Business; Environmental resource management; Economics; Water resources; Political science; Geography; Agriculture; Ecology","score_opus":0.01094205665466155,"score_gpt":0.27529858534334506,"score_spread":0.26435652868868353,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W950871101","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98252356,0.00003726304,0.0126458565,0.00076780183,0.000113789516,0.00074977044,0.0000062079016,0.00004884382,0.0031069145],"genre_scores_gemma":[0.99933934,0.0000041737644,0.000492383,0.00000870408,0.000013844606,0.000022744822,0.0000014803153,0.000008774051,0.00010852932],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9984264,0.00008981015,0.00036198623,0.00028046477,0.0004438959,0.00039748073],"domain_scores_gemma":[0.99781275,0.00005995221,0.00008909574,0.0006693928,0.0012729041,0.00009589502],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002282589,0.00013690058,0.00018891721,0.000085882144,0.00011479231,0.000054327527,0.000602162,0.000027226102,0.000013089404],"category_scores_gemma":[0.0005520573,0.000085888205,0.000052199408,0.00069755345,0.0011116948,0.0005187547,0.00031907845,0.00011559139,6.17825e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003333757,0.00016283794,0.05549836,0.00100296,0.000028578437,0.00009730642,0.011961942,0.9100399,0.00020289222,0.014205099,0.00024324679,0.006523534],"study_design_scores_gemma":[0.0009705061,0.00034119026,0.07102865,0.000026122996,0.00005212944,0.000031574113,0.04415035,0.8365427,0.012638796,0.02926097,0.0044853897,0.00047162612],"about_ca_topic_score_codex":0.00047787224,"about_ca_topic_score_gemma":0.000040319454,"teacher_disagreement_score":0.073497206,"about_ca_system_score_codex":0.0010706064,"about_ca_system_score_gemma":0.00023290813,"threshold_uncertainty_score":0.40960857},"labels":[],"label_agreement":null}]}