{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":32,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":32,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"d9ca4c1ade20","filters":{"venue":"Frontiers in Sustainability"}},"results":[{"id":"W3120864615","doi":"10.3389/frsus.2020.620047","title":"Do We Need a New Sustainability Assessment Method for the Circular Economy? A Critical Literature Review","year":2021,"lang":"en","type":"article","venue":"Frontiers in Sustainability","topic":"Sustainable Supply Chain Management","field":"Business, Management and Accounting","cited_by":181,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"HEC Montréal","funders":"National Renewable Energy Laboratory; Advanced Manufacturing Office; U.S. Department of Energy","keywords":"Circular economy; Sustainability; Scope (computer science); Management science; Multiple-criteria decision analysis; Industrial ecology; Critical appraisal; Unintended consequences; Externality; Computer science; Environmental economics; Risk analysis (engineering); Environmental resource management; Economics; Business; Operations research; Ecology; Engineering; Microeconomics","authors":[{"name":"Julien Walzberg","is_ca":false},{"name":"Geoffrey Lonca","is_ca":true},{"name":"Rebecca Hanes","is_ca":false},{"name":"Annika Eberle","is_ca":false},{"name":"Alberta Carpenter","is_ca":false},{"name":"Garvin Heath","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01077461762435919,"gpt":0.3074833907489164,"spread":0.2967087731245572,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02036658,0.001923954,0.002994574,0.0198664,0.002004099,0.007348333,0.00330853,0.003772287,0.003708296],"category_scores_gemma":[0.04823991,0.001251154,0.002260717,0.01708673,0.00478329,0.01575774,0.002480373,0.004516074,0.001225229],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008125205,"about_ca_system_score_gemma":0.01986995,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008847535,"about_ca_topic_score_gemma":0.01294096,"domain_scores_codex":[0.9893623,0.00469936,0.00172875,0.0007773028,0.003161018,0.0002711746],"domain_scores_gemma":[0.9394194,0.04281391,0.002688372,0.0009279856,0.01367203,0.0004782914],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004192635,0.00007112623,0.000905956,0.1322597,0.0004169443,0.0004532894,0.003132755,0.002318018,0.0006564429,0.1330754,0.05679513,0.6698734],"study_design_scores_gemma":[0.000009015264,0.00006189931,0.001223169,0.172584,0.0005286691,0.0004557169,0.003815715,0.0009102841,0.0005375134,0.04883507,0.7709258,0.0001131279],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005047875,0.9640391,0.01157215,0.01669922,0.001731479,0.0002437366,0.0001437069,0.00003872561,0.005026925],"genre_scores_gemma":[0.006114006,0.9725603,0.01604968,0.003440411,0.0006033948,0.0004019388,0.0001118105,0.00002478807,0.0006936301],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02036658,"threshold_uncertainty_score":0.1077101,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3209945352","doi":"10.3389/frsus.2021.725753","title":"Care, Gender, and Change in the Study of Sustainable Consumption: A Critical Review of the Literature","year":2021,"lang":"en","type":"review","venue":"Frontiers in Sustainability","topic":"Environmental Sustainability in Business","field":"Business, Management and Accounting","cited_by":45,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Université Laval","funders":"Fonds de Recherche du Québec - Santé; Université Laval","keywords":"Sustainable consumption; Ethos; Consumption (sociology); Care work; Sustainability; Work (physics); Inequality; Sustainable development; Sociology; Business; Public relations; Political science; Social science; Engineering; Law","authors":[{"name":"Laurence Godin","is_ca":true},{"name":"Justine Langlois","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03866030406649995,"gpt":0.317201126601258,"spread":0.2785408225347581,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01380914,0.001204226,0.002614435,0.01416666,0.003781712,0.00848061,0.002062332,0.00550988,0.002187248],"category_scores_gemma":[0.02402125,0.0009059194,0.001359627,0.02118978,0.01229926,0.01235067,0.003397428,0.005521252,0.0004438712],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01084186,"about_ca_system_score_gemma":0.01494886,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01688555,"about_ca_topic_score_gemma":0.02420255,"domain_scores_codex":[0.9915926,0.005074499,0.0008983577,0.000821201,0.001201642,0.0004116387],"domain_scores_gemma":[0.9427143,0.05182275,0.001564131,0.0003827504,0.003087109,0.0004289337],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001585068,0.000131619,0.003215169,0.1217548,0.0003899522,0.001270052,0.09913893,0.0005243086,0.0003306475,0.1746464,0.06310711,0.5353324],"study_design_scores_gemma":[0.00001609368,0.00009585954,0.00572418,0.2414411,0.0003158598,0.001254178,0.06639965,0.0001661012,0.0001570014,0.03840929,0.6459096,0.0001109619],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003467269,0.9944504,0.0001085537,0.00397339,0.0004800423,0.000005578161,0.000005424227,0.000001102321,0.0006286693],"genre_scores_gemma":[0.006927987,0.9895543,0.0002556784,0.002272732,0.000766044,0.00003009258,0.00001069275,0.000005210942,0.0001773177],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01688555,"threshold_uncertainty_score":0.07866359,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4304144550","doi":"10.3389/frsus.2022.966876","title":"The wellbeing economy: Possibilities and limits in bringing sufficiency from the margins into the mainstream","year":2022,"lang":"en","type":"article","venue":"Frontiers in Sustainability","topic":"Social Issues and Policies","field":"Social Sciences","cited_by":39,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Balsillie School of International Affairs; University of Waterloo; Dalhousie University","funders":"University of Waterloo; Scottish Government","keywords":"Mainstream; Consumption (sociology); Green growth; Politics; Welfare; Economics; Political economy; Economic system; Political science; Development economics; Market economy; Sociology; Sustainable development; Social science","authors":[{"name":"Anders Hayden","is_ca":true},{"name":"Clay Dasilva","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.006842719328580832,"gpt":0.2681213619210942,"spread":0.2612786425925134,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01390278,0.0008951554,0.0009391687,0.002256373,0.008926988,0.02362966,0.00175608,0.005480795,0.006404085],"category_scores_gemma":[0.01402935,0.0004141882,0.0006027513,0.001987375,0.1013467,0.03167763,0.02266507,0.008987327,0.000742626],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007283194,"about_ca_system_score_gemma":0.006966464,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003302356,"about_ca_topic_score_gemma":0.003565867,"domain_scores_codex":[0.9868698,0.008908089,0.0002973714,0.0009599332,0.001670945,0.001293957],"domain_scores_gemma":[0.9878867,0.008719112,0.0006524299,0.001087286,0.0008056542,0.0008488727],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001102599,0.00001290156,0.0002823492,0.0000624485,0.000003413201,0.00009370115,0.01406708,0.00008961899,0.00009730935,0.9773952,0.00117122,0.006713695],"study_design_scores_gemma":[0.000007811386,0.00002297967,0.0006375213,0.0005352735,0.00000690018,0.0001160429,0.02831044,0.0001991475,0.0001923706,0.879853,0.09009638,0.00002227796],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.102499,0.02266796,0.04589587,0.2900938,0.001243665,0.00009932622,0.0001036378,0.0001196792,0.5372771],"genre_scores_gemma":[0.9660116,0.007322876,0.006693532,0.01132028,0.0006075322,0.0002017554,0.00003895014,0.0001292609,0.007674232],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02362966,"threshold_uncertainty_score":0.07352585,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4385298779","doi":"10.3389/frsus.2023.1228917","title":"Consumer interest and willingness to pay for in-bulk products with reusable packaging options","year":2023,"lang":"en","type":"article","venue":"Frontiers in Sustainability","topic":"Environmental Education and Sustainability","field":"Environmental Science","cited_by":33,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true},"ca_institutions":"HEC Montréal; Center for Interuniversity Research and Analysis on Organizations; Polytechnique Montréal","funders":"Mitacs","keywords":"Willingness to pay; Zero waste; Purchasing; Business; Circular economy; Context (archaeology); Sustainability; Marketing; Work (physics); Consumption (sociology); Valuation (finance); Asset (computer security); Contingent valuation; Environmental economics; Food waste; Originality; Economics; Waste management; Qualitative research; Engineering; Microeconomics; Computer science","authors":[{"name":"Valérie Patreau","is_ca":true},{"name":"Sophie Bernard","is_ca":true},{"name":"Justin Leroux","is_ca":true},{"name":"Marie Bellemare","is_ca":true},{"name":"J. Morissette","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01157436658630357,"gpt":0.2629143731563742,"spread":0.2513400065700707,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008389829,0.0001193821,0.0001350573,0.0004222379,0.0004739736,0.00102018,0.0002518885,0.0004471068,0.005980954],"category_scores_gemma":[0.003267115,0.00009349468,0.0004003255,0.0004637223,0.0004206506,0.0003945685,0.0001953766,0.0005212737,0.0002801949],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002227458,"about_ca_system_score_gemma":0.0008167416,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.252724,"about_ca_topic_score_gemma":0.2640831,"domain_scores_codex":[0.999706,0.00006147742,0.00001432004,0.00003072973,0.0001060112,0.00008147037],"domain_scores_gemma":[0.9980653,0.0008354824,0.0003646153,0.000110065,0.0003360063,0.0002885186],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007650034,0.0004819282,0.9717307,0.0000533517,0.00008727166,0.0001964362,0.004154639,0.0005007616,0.001841243,0.001580086,0.0007377538,0.01787084],"study_design_scores_gemma":[0.000009548261,0.00008783072,0.9950524,0.00001090032,0.00002463876,0.00004928826,0.00282524,0.0007051642,0.0001769211,0.0002662619,0.0007786638,0.00001312112],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964662,0.00003712954,0.00006360642,0.00006917,0.000001533341,0.00001008507,0.00008739538,0.000001410181,0.003263431],"genre_scores_gemma":[0.9988232,0.00002607328,0.0000861413,0.00002031375,0.00000111632,0.000004374916,0.00008464315,7.361313e-7,0.000953389],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.252724,"threshold_uncertainty_score":0.502506,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4319763539","doi":"10.3389/frsus.2023.1073873","title":"Digital technologies in local agri-food systems: Opportunities for a more interoperable digital farmgate sector","year":2023,"lang":"en","type":"article","venue":"Frontiers in Sustainability","topic":"Organic Food and Agriculture","field":"Agricultural and Biological Sciences","cited_by":29,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true},"ca_institutions":"Wilfrid Laurier University; University of Guelph","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Interoperability; Agriculture; Context (archaeology); E-commerce; Business; Food systems; Marketing; Food security; Computer science; World Wide Web; Geography","authors":[{"name":"Alesandros Glaros","is_ca":true},{"name":"David Thomas","is_ca":false},{"name":"Eric Nost","is_ca":true},{"name":"Erin Nelson","is_ca":true},{"name":"Theresa Schumilas","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01925117029137958,"gpt":0.2084298615993402,"spread":0.1891786913079607,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00468632,0.0002403235,0.000292781,0.001808631,0.001863574,0.01031269,0.001119157,0.002180479,0.005549614],"category_scores_gemma":[0.005000092,0.000208613,0.0004536207,0.004421079,0.007449367,0.01545296,0.004690596,0.001817594,0.0006058331],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01270466,"about_ca_system_score_gemma":0.01549036,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03723815,"about_ca_topic_score_gemma":0.0560629,"domain_scores_codex":[0.9980545,0.0007931589,0.0001101637,0.0001892234,0.0005519631,0.0003010534],"domain_scores_gemma":[0.9928288,0.00388847,0.000532226,0.000817901,0.001251098,0.0006814815],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003905714,0.0001043397,0.007608034,0.002551313,0.00003774628,0.001083995,0.02478314,0.001847397,0.002694011,0.6541539,0.01310769,0.2919893],"study_design_scores_gemma":[0.00001211539,0.0000459791,0.006862313,0.00226533,0.00003257637,0.0002938956,0.02783471,0.001077218,0.0009650675,0.08835199,0.8722257,0.00003312881],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1723723,0.08654562,0.05071914,0.1820087,0.0007071047,0.0002561375,0.0005238559,0.0004341429,0.506433],"genre_scores_gemma":[0.8825559,0.0643224,0.02516006,0.009534867,0.0003245331,0.0001597197,0.0004532256,0.00008618269,0.01740313],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03723815,"threshold_uncertainty_score":0.09217918,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4322500296","doi":"10.3389/frsus.2022.1035705","title":"Standardized metrics to quantify solar energy-land relationships: A global systematic review","year":2023,"lang":"en","type":"article","venue":"Frontiers in Sustainability","topic":"Photovoltaic Systems and Sustainability","field":"Environmental Science","cited_by":24,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University","funders":"University of California, Davis; Natural Environment Research Council; U.S. Bureau of Land Management; Sight Research UK; U.S. Department of Energy","keywords":"Metric (unit); Land use; Environmental resource management; Per capita; Land cover; Environmental economics; Population; Solar energy; Environmental science; Computer science; Geography; Business; Ecology; Engineering; Civil engineering; Economics","authors":[{"name":"Alexander E. Cagle","is_ca":false},{"name":"Morgan M. Shepherd","is_ca":false},{"name":"Steven M. Grodsky","is_ca":false},{"name":"Alona Armstrong","is_ca":false},{"name":"Sarah M. Jordaan","is_ca":true},{"name":"Rebecca R. Hernandez","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01352818112834009,"gpt":0.2732425794400635,"spread":0.2597143983117234,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02818427,0.00193911,0.006170076,0.04004967,0.0009683439,0.004178788,0.003088887,0.001700918,0.003901038],"category_scores_gemma":[0.1228233,0.001154319,0.007744492,0.0459354,0.001606562,0.005583477,0.003454875,0.001512716,0.0005590024],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006137234,"about_ca_system_score_gemma":0.02546155,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01483363,"about_ca_topic_score_gemma":0.03656683,"domain_scores_codex":[0.9724622,0.007949408,0.01244551,0.001807623,0.004951851,0.0003834552],"domain_scores_gemma":[0.9024298,0.06482771,0.0153849,0.002011934,0.01471589,0.0006297421],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001060048,0.00002242296,0.004044064,0.8431646,0.006232697,0.0001120852,0.0007162978,0.0003776888,0.0002310379,0.001635999,0.006597476,0.1367595],"study_design_scores_gemma":[0.00009711013,0.0001314391,0.009535609,0.9009342,0.02608221,0.0003001985,0.001161532,0.0002819716,0.0002814464,0.001694444,0.05940909,0.00009081655],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002429098,0.9877372,0.00170895,0.001053942,0.0001996945,0.0009953297,0.004936246,0.00004023964,0.0008992839],"genre_scores_gemma":[0.02388824,0.9630821,0.006563597,0.0008202306,0.00009984962,0.002330116,0.002996486,0.00003491899,0.000184491],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.04004967,"threshold_uncertainty_score":0.1490545,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4390610701","doi":"10.3389/frsus.2023.1338380","title":"Eco-friendly and sustainability assessment of technologies for nutrient recovery from human urine—a review","year":2024,"lang":"en","type":"article","venue":"Frontiers in Sustainability","topic":"Wastewater Treatment and Reuse","field":"Environmental Science","cited_by":16,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université de Montréal","funders":"","keywords":"Sustainability; Nutrient; Fertilizer; Food security; Agriculture; Environmentally friendly; Environmental science; Biotechnology; Phosphorus; Business; Natural resource economics; Biology; Chemistry; Agronomy; Ecology; Economics","authors":[{"name":"Toyin Dunsin Saliu","is_ca":true},{"name":"Nurudeen Abiola Oladoja","is_ca":false},{"name":"Sébastien Sauvé","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.005536065073225896,"gpt":0.2719455397514508,"spread":0.2664094746782249,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00128056,0.001295478,0.001380665,0.003558185,0.00044237,0.002024746,0.000890799,0.001561532,0.002732306],"category_scores_gemma":[0.001158987,0.0004872413,0.001476723,0.002700828,0.000436304,0.002037616,0.0007009876,0.0008081571,0.0007849292],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008856141,"about_ca_system_score_gemma":0.002069441,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001794109,"about_ca_topic_score_gemma":0.002262568,"domain_scores_codex":[0.9993258,0.000110317,0.00009744777,0.00009420367,0.0002992077,0.00007300513],"domain_scores_gemma":[0.9991499,0.0004082035,0.0001620123,0.00002440176,0.0002250706,0.00003031776],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009071779,0.0002540684,0.0008143078,0.1005347,0.000306605,0.0004325106,0.0002143629,0.003493756,0.02244702,0.01563312,0.01092772,0.8448511],"study_design_scores_gemma":[0.00001278401,0.000620065,0.002041434,0.01351817,0.0006585279,0.001106813,0.0003294684,0.001462707,0.01542718,0.004368289,0.9603743,0.00008031622],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002090409,0.9918863,0.001490457,0.0003566942,0.0001742168,0.00004084025,0.00008000086,0.0000142937,0.003866796],"genre_scores_gemma":[0.007930992,0.9892091,0.00158889,0.0001909188,0.00009393102,0.00004034244,0.00008504221,0.000004829732,0.0008559314],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003558185,"threshold_uncertainty_score":0.009140491,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4379010354","doi":"10.3389/frsus.2023.1155897","title":"“Beyond being analysts of doom”: scientists on the frontlines of climate action","year":2023,"lang":"en","type":"article","venue":"Frontiers in Sustainability","topic":"Climate Change Communication and Perception","field":"Social Sciences","cited_by":16,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of New Brunswick","funders":"","keywords":"Civil disobedience; Plea; Action (physics); Variety (cybernetics); Direct action; Political science; Environmental ethics; Sociology; Engineering ethics; Public relations; Law; Politics; Engineering","authors":[{"name":"Daniele Artico","is_ca":false},{"name":"Sarah Durham","is_ca":true},{"name":"Laura Horn","is_ca":false},{"name":"Francesca Mezzenzana","is_ca":false},{"name":"Malik Morrison","is_ca":false},{"name":"Anna Norberg","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1910670152271907,"gpt":0.4462270998961556,"spread":0.2551600846689649,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.02457041,0.0008509256,0.0008403206,0.00285116,0.03358943,0.02102955,0.002842825,0.01207336,0.0051722],"category_scores_gemma":[0.05558729,0.000814594,0.0007780111,0.002140338,0.06936023,0.02685921,0.01713224,0.02173664,0.0009696776],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007954293,"about_ca_system_score_gemma":0.008299947,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005360168,"about_ca_topic_score_gemma":0.006373244,"domain_scores_codex":[0.9607115,0.03041314,0.0003791126,0.00178152,0.00254885,0.004165934],"domain_scores_gemma":[0.9564667,0.03164579,0.003637875,0.001522089,0.002706049,0.004021473],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003433061,0.00002119591,0.001003411,0.00005695476,0.000007931762,0.0003381678,0.9483418,0.00004242937,0.0003710837,0.03974036,0.005763971,0.004278337],"study_design_scores_gemma":[0.00001169508,0.00002316883,0.0004032179,0.0001597439,0.000006336845,0.0001815583,0.8781984,0.00006737439,0.0002541269,0.01961096,0.1010539,0.00002951293],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3764145,0.007226046,0.01277466,0.448117,0.004372364,0.0001644616,0.00009321299,0.0001677665,0.1506699],"genre_scores_gemma":[0.9667905,0.001579968,0.001208879,0.02279547,0.0005928926,0.000129692,0.00003165064,0.0001253074,0.006745703],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9664106,"threshold_uncertainty_score":0.1299424,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3212099958","doi":"10.3389/frsus.2021.738890","title":"Assessing the Mitigation Potential of Environmental Impacts From Circular Economy Strategies on an Industrial Sector and Its Value Chain: A Case Study on the Steel Value Chain in Quebec","year":2021,"lang":"en","type":"article","venue":"Frontiers in Sustainability","topic":"Environmental Impact and Sustainability","field":"Environmental Science","cited_by":12,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true},"ca_institutions":"Polytechnique Montréal","funders":"Fonds de recherche du Québec – Nature et technologies","keywords":"Circular economy; Material flow analysis; Greenhouse gas; Supply chain; Context (archaeology); Material flow; Life-cycle assessment; Product (mathematics); Production (economics); Industrial ecology; Scenario analysis; Value chain; Business; Environmental economics; Environmental science; Engineering; Economics; Sustainability; Waste management; Mathematics","authors":[{"name":"Flavien Binet","is_ca":true},{"name":"François Saunier","is_ca":true},{"name":"Manuele Margni","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01476605494142337,"gpt":0.2597279501281491,"spread":0.2449618951867257,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008909158,0.0008685994,0.0003378631,0.001057701,0.001561048,0.002025533,0.001105664,0.001037374,0.002293851],"category_scores_gemma":[0.001269517,0.000261604,0.00070436,0.001840853,0.001099566,0.0009092349,0.0007060025,0.0006559038,0.0001406672],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02755914,"about_ca_system_score_gemma":0.01133318,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9354004,"about_ca_topic_score_gemma":0.9394992,"domain_scores_codex":[0.9993712,0.0001793463,0.00001129329,0.0000774706,0.0001484363,0.0002121775],"domain_scores_gemma":[0.9990127,0.0003880073,0.00007396765,0.00005103882,0.0003927885,0.00008152691],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.0003748402,0.0005255723,0.06268857,0.0002381794,0.0001530257,0.002106373,0.0005889446,0.8861536,0.009985289,0.006944382,0.001193264,0.02904801],"study_design_scores_gemma":[0.0001177151,0.0006616965,0.05763616,0.00007409056,0.0001616368,0.0001233625,0.004919642,0.9230117,0.006101269,0.001506191,0.005604336,0.00008217768],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9833776,0.0001699357,0.004144807,0.0001754686,0.000006375687,0.0002025692,0.0004885654,0.00003846751,0.0113962],"genre_scores_gemma":[0.9929141,0.0001570418,0.003381943,0.00002667012,0.000001583695,0.00004246184,0.0002245028,0.000008514328,0.003243214],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06459963,"threshold_uncertainty_score":0.1999565,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4307370469","doi":"10.3389/frsus.2022.1021971","title":"Life cycle impacts of concentrated solar power generation on land resources and soil carbon losses in the United States","year":2022,"lang":"en","type":"article","venue":"Frontiers in Sustainability","topic":"Energy and Environment Impacts","field":"Environmental Science","cited_by":10,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University","funders":"Alfred P. Sloan Foundation","keywords":"Environmental science; Electricity generation; Land use; Revegetation; Electricity; Solar power; Environmental economics; Environmental resource management; Engineering; Civil engineering; Power (physics); Geography; Electrical engineering","authors":[{"name":"Shreya Rangarajan","is_ca":false},{"name":"Rebecca R. Hernandez","is_ca":false},{"name":"Sarah M. Jordaan","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.005219677064986619,"gpt":0.2049442302819202,"spread":0.1997245532169336,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004056842,0.0001937864,0.0001124768,0.0005226628,0.0002396085,0.0006238561,0.0002785183,0.0001873239,0.0008688689],"category_scores_gemma":[0.0006125701,0.0001104895,0.0002060732,0.001031801,0.000317831,0.0003600479,0.0004239399,0.0002009586,0.0001067681],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001870702,"about_ca_system_score_gemma":0.0004777978,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1156413,"about_ca_topic_score_gemma":0.2428064,"domain_scores_codex":[0.9998605,0.00004316057,0.000006444446,0.00002790304,0.00004435965,0.00001759853],"domain_scores_gemma":[0.9996294,0.0001081442,0.00008886003,0.00003152473,0.0001135244,0.0000284715],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003082682,0.0002957976,0.847612,0.00009487371,0.0003719138,0.0005047634,0.0004746668,0.09295589,0.006568239,0.001875943,0.003684083,0.04525363],"study_design_scores_gemma":[0.00001245594,0.0001518566,0.9509706,0.00002445403,0.00008347632,0.00008449109,0.0009159818,0.0411776,0.002462886,0.0009190965,0.003177185,0.0000199243],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959419,0.00009981173,0.0003629207,0.00008149993,0.000002148253,0.00001111751,0.001336401,0.0000135873,0.002150542],"genre_scores_gemma":[0.9979715,0.000111352,0.0004759677,0.00003500497,0.000001007142,0.00001259375,0.001021668,0.000003500902,0.0003673283],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1156413,"threshold_uncertainty_score":0.2299364,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4404730210","doi":"10.3389/frsus.2024.1371737","title":"Workplace eco-anxiety: a scoping review of what we know and how to mitigate the consequences","year":2024,"lang":"en","type":"review","venue":"Frontiers in Sustainability","topic":"Environmental Education and Sustainability","field":"Environmental Science","cited_by":9,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Anxiety; Psychology; Engineering ethics; Applied psychology; Engineering; Psychiatry","authors":[{"name":"Prisca Ayassamy","is_ca":true},{"name":"Virginie Francoeur","is_ca":true},{"name":"Pascal Paillé","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01317223749310141,"gpt":0.3152471632238303,"spread":0.3020749257307289,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009896035,0.001741668,0.004149302,0.0169695,0.001467336,0.004989795,0.002388788,0.003756704,0.004694126],"category_scores_gemma":[0.05625723,0.001203168,0.005168043,0.01344379,0.001984667,0.004903553,0.0029005,0.00307625,0.0007572317],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003918723,"about_ca_system_score_gemma":0.01898819,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01045181,"about_ca_topic_score_gemma":0.02330892,"domain_scores_codex":[0.9932474,0.001937646,0.002433377,0.0005559937,0.001556761,0.0002688397],"domain_scores_gemma":[0.9380597,0.04996361,0.005133636,0.0009088695,0.0053839,0.0005501999],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00007275418,0.00006023376,0.0006042305,0.6667818,0.001107125,0.0001572171,0.001450439,0.0002861099,0.0002232335,0.002264714,0.00926325,0.317729],"study_design_scores_gemma":[0.00001351435,0.0000472738,0.00123737,0.9274397,0.002689076,0.0002494426,0.0007967977,0.00007259002,0.0001200332,0.001266242,0.06604065,0.00002724816],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002466597,0.998023,0.0001726323,0.0008131856,0.0002098509,0.00005302522,0.00005533394,0.000006754567,0.0004195178],"genre_scores_gemma":[0.002383454,0.9964765,0.0003149963,0.0004729174,0.00008889652,0.0001155809,0.00006088874,0.000004923804,0.00008179688],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.0169695,"threshold_uncertainty_score":0.05233586,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4224323756","doi":"10.3389/frsus.2022.846774","title":"Research on Incentive Mechanism and Evaluation of Gamification Application for Sustainable Consumption in the Context of China","year":2022,"lang":"en","type":"article","venue":"Frontiers in Sustainability","topic":"Educational Games and Gamification","field":"Psychology","cited_by":6,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Cégep de Chicoutimi; Université du Québec à Chicoutimi","funders":"","keywords":"Sustainable consumption; Incentive; Sustainable development; Consumption (sociology); Context (archaeology); Knowledge management; Computer science; Marketing; Sustainability; Business; Economics; Sociology; Political science; Microeconomics","authors":[{"name":"Shouheng Sun","is_ca":true},{"name":"Zhenqin Wang","is_ca":false},{"name":"Qi Wu","is_ca":false},{"name":"Weicai Wang","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05439522691717577,"gpt":0.4163123283378869,"spread":0.3619171014207111,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01163956,0.0007376211,0.0005979899,0.002104248,0.001138705,0.002853642,0.001073217,0.000799962,0.003030567],"category_scores_gemma":[0.02205765,0.0002609409,0.0007073865,0.001601271,0.00163533,0.003518915,0.00205413,0.0009427745,0.0001854965],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004402046,"about_ca_system_score_gemma":0.006971476,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009593908,"about_ca_topic_score_gemma":0.008727396,"domain_scores_codex":[0.9937007,0.00342367,0.0003861471,0.0004422923,0.001489374,0.0005577465],"domain_scores_gemma":[0.9931645,0.003779025,0.0006534886,0.0004013596,0.0014944,0.0005072292],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001246899,0.003074069,0.1842245,0.004052041,0.0003239421,0.0008065657,0.023881,0.01529341,0.01175528,0.113149,0.004541989,0.6376513],"study_design_scores_gemma":[0.0008244147,0.006380326,0.5982307,0.00384148,0.001785875,0.0005807796,0.03846856,0.179682,0.03146631,0.06772941,0.07040339,0.0006067631],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9491902,0.0013644,0.01655699,0.001174959,0.00007938331,0.0009880533,0.00006567771,0.0001342998,0.03044604],"genre_scores_gemma":[0.9883447,0.0008874667,0.008360418,0.00007707261,0.000009392625,0.0003802599,0.00004189977,0.00001284268,0.001885894],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01163956,"threshold_uncertainty_score":0.06155664,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4395045584","doi":"10.3389/frsus.2024.1399431","title":"Conceptual framework for identifying polymers of concern","year":2024,"lang":"en","type":"article","venue":"Frontiers in Sustainability","topic":"Microplastics and Plastic Pollution","field":"Environmental Science","cited_by":6,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Polytechnique Montréal","funders":"HORIZON EUROPE Framework Programme; European Commission","keywords":"Negotiation; Incentive; Risk analysis (engineering); Human health; Business; Environmental economics; Environmental planning; Environmental resource management; Computer science; Environmental science; Political science; Economics","authors":[{"name":"Sangwon Suh","is_ca":false},{"name":"Anne‐Marie Boulay","is_ca":true},{"name":"Peter Fantke","is_ca":false},{"name":"Dingsheng Li","is_ca":false},{"name":"Dilip M. Menon","is_ca":false},{"name":"Raoul Meys","is_ca":false},{"name":"Llorenç Milà i Canals","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01540249900035467,"gpt":0.2781584488649518,"spread":0.2627559498645972,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01016017,0.0024713,0.0008197696,0.01243748,0.006865641,0.01472863,0.00455964,0.008568573,0.02306599],"category_scores_gemma":[0.01434777,0.0008908937,0.002688125,0.006143289,0.02337539,0.01958589,0.008254799,0.005972688,0.003975384],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01032672,"about_ca_system_score_gemma":0.01198582,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01296376,"about_ca_topic_score_gemma":0.008846903,"domain_scores_codex":[0.992285,0.002902728,0.0006331785,0.001385638,0.002009751,0.0007836391],"domain_scores_gemma":[0.9904191,0.004280136,0.001144125,0.0004050228,0.002945511,0.0008061611],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000006313863,0.0000254437,0.0009925583,0.0001345614,0.000006904542,0.000258551,0.002458013,0.0004925472,0.0001167385,0.9864158,0.002899618,0.006193024],"study_design_scores_gemma":[0.00002384631,0.00006544031,0.001915594,0.0009847458,0.0000456678,0.001141857,0.01426451,0.005148679,0.0003632411,0.762053,0.2139278,0.00006577556],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02259189,0.008090926,0.3724976,0.07333857,0.001041358,0.002371004,0.00145345,0.0003098638,0.5183052],"genre_scores_gemma":[0.5454385,0.009529185,0.3730781,0.01258211,0.0008647934,0.003934746,0.001683302,0.0002114225,0.05267797],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02306599,"threshold_uncertainty_score":0.0771634,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4292409682","doi":"10.3389/frsus.2022.983454","title":"Characterizing air source heat pump market segments: A Canadian case study","year":2022,"lang":"en","type":"article","venue":"Frontiers in Sustainability","topic":"Environmental Education and Sustainability","field":"Environmental Science","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true},"ca_institutions":"University of Victoria; Simon Fraser University","funders":"Social Sciences and Humanities Research Council of Canada; Pacific Institute for Climate Solutions","keywords":"Mainstream; Context (archaeology); Market segmentation; Business; Marketing; Heat pump; Heating system; Environmental economics; Economics; Engineering; Political science; Geography; Mechanical engineering","authors":[{"name":"Aaron Pardy","is_ca":true},{"name":"Ekaterina Rhodes","is_ca":true},{"name":"Mark Jaccard","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.004779077455259258,"gpt":0.2264045101173228,"spread":0.2216254326620636,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001186234,0.0006008074,0.0004316393,0.004941822,0.007369983,0.002620748,0.001796946,0.001099415,0.003372292],"category_scores_gemma":[0.003581477,0.0003837528,0.0007146186,0.01244138,0.001322226,0.001438559,0.001633772,0.0009342218,0.0003886931],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0492633,"about_ca_system_score_gemma":0.03147059,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9942821,"about_ca_topic_score_gemma":0.9967088,"domain_scores_codex":[0.9985696,0.0001428689,0.00003694457,0.0001625017,0.0004867899,0.0006013662],"domain_scores_gemma":[0.9967182,0.0005285235,0.0003078945,0.0001244774,0.001757511,0.0005633393],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004942589,0.0009051728,0.7992532,0.0003888979,0.0001074667,0.006625342,0.1038601,0.001891042,0.003776641,0.007933169,0.01195151,0.06281323],"study_design_scores_gemma":[0.0000501561,0.0001563654,0.7884796,0.0001527356,0.00008315573,0.001060118,0.1731122,0.007770296,0.001132877,0.0004154161,0.02742246,0.0001645763],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9910095,0.0003221258,0.0002665108,0.0003462147,0.000005262756,0.0001570674,0.001944838,0.00001323177,0.005935187],"genre_scores_gemma":[0.9913538,0.0008426585,0.001579893,0.0001715878,0.000006193514,0.00007996424,0.002204461,0.00001579637,0.003745658],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0492633,"threshold_uncertainty_score":0.3574319,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4404340459","doi":"10.3389/frsus.2024.1442311","title":"Sustainable digital rent: a transformative framework for value dynamics in the digital age","year":2024,"lang":"en","type":"article","venue":"Frontiers in Sustainability","topic":"Smart Cities and Technologies","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Transformative learning; Dynamics (music); Value (mathematics); Value creation; Business; Economics; Computer science; Sociology; Industrial organization","authors":[{"name":"Ünsal Özdilek","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.004473486658495503,"gpt":0.2197344143662353,"spread":0.2152609277077397,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003928927,0.0008711464,0.000559994,0.004360696,0.003382893,0.01283597,0.001695127,0.002276181,0.01042254],"category_scores_gemma":[0.006848258,0.0003829408,0.001006469,0.003516315,0.02702461,0.01705072,0.005699983,0.002399407,0.0007462113],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007843485,"about_ca_system_score_gemma":0.003294677,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004419521,"about_ca_topic_score_gemma":0.003747065,"domain_scores_codex":[0.9968507,0.001781702,0.0001277963,0.0003405417,0.0005786732,0.0003206208],"domain_scores_gemma":[0.9968902,0.001697925,0.000321117,0.0004614341,0.0004265989,0.0002026403],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000002717299,0.000005212079,0.0001716352,0.00001693452,0.000002111592,0.0000497832,0.001228119,0.000437858,0.00003200028,0.9948066,0.0002733427,0.002973604],"study_design_scores_gemma":[0.000004281608,0.00001116791,0.0004001527,0.0001234251,0.000004909744,0.0001241652,0.003323548,0.003371519,0.0001159678,0.9535102,0.03899698,0.00001373777],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.05387771,0.004852412,0.3208964,0.01676198,0.000433921,0.0003450768,0.0003687929,0.0001448656,0.6023189],"genre_scores_gemma":[0.9406101,0.001854311,0.04439775,0.000466407,0.0001951418,0.0003069575,0.00009183931,0.00007509608,0.01200246],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01283597,"threshold_uncertainty_score":0.05690867,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4410616259","doi":"10.3389/frsus.2025.1574190","title":"Assessing the spread and coverage of ESG practices in Russian companies","year":2025,"lang":"en","type":"article","venue":"Frontiers in Sustainability","topic":"Corporate Social Responsibility Reporting","field":"Business, Management and Accounting","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Business; Accounting","authors":[{"name":"Evgeny Kuzmin","is_ca":false},{"name":"Guzalbegim Rakhimova","is_ca":false},{"name":"Hatidje Nasirova","is_ca":false},{"name":"Jasurbek Namozov","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01976919097922845,"gpt":0.3230367519443954,"spread":0.3032675609651669,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00218679,0.000238256,0.0002699147,0.004038461,0.0006257283,0.00151114,0.0004437247,0.0005137789,0.001428378],"category_scores_gemma":[0.00442107,0.00014247,0.0002844699,0.003135836,0.0006546957,0.001171785,0.001295764,0.0003158504,0.0003247051],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001359173,"about_ca_system_score_gemma":0.001047436,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009216174,"about_ca_topic_score_gemma":0.007598041,"domain_scores_codex":[0.998069,0.0003473014,0.0003804394,0.0002556297,0.0007142903,0.0002334243],"domain_scores_gemma":[0.9949483,0.001007785,0.002457496,0.0003195816,0.001034834,0.0002319615],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008372805,0.00004920034,0.9522441,0.0002615897,0.00006417326,0.0003171946,0.009139288,0.0003714954,0.001673649,0.001118908,0.0004669775,0.03420962],"study_design_scores_gemma":[0.00000152082,0.00007183332,0.9836147,0.00009824117,0.00003287621,0.0002174197,0.01108263,0.0004542533,0.0005311146,0.0001400485,0.003743234,0.00001199192],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948595,0.0008369749,0.0002043325,0.0001066563,0.000004813737,0.00001557213,0.0003796036,0.000006098978,0.003586475],"genre_scores_gemma":[0.9979241,0.0006965851,0.0002068523,0.00002040041,0.000006973721,0.00001305168,0.0003851326,0.000002930606,0.0007440037],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009216174,"threshold_uncertainty_score":0.01832503,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4296523912","doi":"10.3389/frsus.2021.759191","title":"Comparing Biorefinery Processes at the Early Design Stage Using Large Block Analysis","year":2022,"lang":"en","type":"article","venue":"Frontiers in Sustainability","topic":"Technology Assessment and Management","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Biorefinery; Capital cost; Computer science; Hemicellulose; Net present value; Process (computing); Xylitol; Risk analysis (engineering); Production (economics); Environmental economics; Business; Engineering; Economics; Waste management; Biofuel","authors":[{"name":"Émanuelle Trottier","is_ca":true},{"name":"Craig Myers","is_ca":false},{"name":"Paul Stuart","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01435120668169803,"gpt":0.239933071375628,"spread":0.22558186469393,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004267432,0.000918987,0.0008879238,0.00120225,0.0003341062,0.000921758,0.000557673,0.0006136883,0.002271486],"category_scores_gemma":[0.005282494,0.0004022397,0.001535408,0.0006475421,0.0002502381,0.0007654604,0.0004270571,0.0006480387,0.0003404276],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001438685,"about_ca_system_score_gemma":0.001971674,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004447725,"about_ca_topic_score_gemma":0.004732664,"domain_scores_codex":[0.9983908,0.00086289,0.00008949055,0.000170511,0.0003662641,0.0001201478],"domain_scores_gemma":[0.9927561,0.005808567,0.0004668828,0.0003206077,0.0005790178,0.00006882504],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001281645,0.001038946,0.01263411,0.0006947194,0.0004511034,0.00007901049,0.0001302624,0.8056347,0.03614334,0.005887132,0.0005513302,0.1354737],"study_design_scores_gemma":[0.0001700449,0.005187371,0.01243522,0.00003481385,0.0002944994,0.00004114636,0.0001179509,0.9462757,0.02865321,0.00334653,0.003380059,0.00006348341],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7439385,0.0007286964,0.2476748,0.00007107617,0.00002260724,0.0007930032,0.0006428372,0.0002692861,0.00585929],"genre_scores_gemma":[0.884269,0.0002703134,0.1123772,0.00002484599,0.000006224869,0.0007533925,0.0006541599,0.00005542221,0.001589513],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004447725,"threshold_uncertainty_score":0.02256864,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4307701803","doi":"10.3389/frsus.2022.901383","title":"Trends characterizing technological innovations that increase environmental pressure: A typology to support action for sustainable consumption","year":2022,"lang":"en","type":"article","venue":"Frontiers in Sustainability","topic":"Sustainable Supply Chain Management","field":"Business, Management and Accounting","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"École de Technologie Supérieure; Université de Sherbrooke; Université Laval","funders":"Centre québécois sur les matériaux fonctionnels; Université Laval","keywords":"Consumption (sociology); Technological change; Sustainability; Diversification (marketing strategy); Typology; Economics; Sustainable consumption; Business; Industrial organization; Production (economics); Marketing; Microeconomics","authors":[{"name":"Thierry Lefèvre","is_ca":true},{"name":"Claudia Déméné","is_ca":true},{"name":"Marie-Luc Arpin","is_ca":true},{"name":"H Elzein","is_ca":true},{"name":"Philippe Genois-Lefrançois","is_ca":true},{"name":"Jean‐François Morin","is_ca":true},{"name":"Mohamed Cheriet","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02036779164667804,"gpt":0.2544697645398343,"spread":0.2341019728931562,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003939452,0.0008700449,0.0006804953,0.01961174,0.001921451,0.007211416,0.001390904,0.002106871,0.003757046],"category_scores_gemma":[0.01274369,0.0003452764,0.001487072,0.02072411,0.005007665,0.01281449,0.002508631,0.001264231,0.0006030431],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004909082,"about_ca_system_score_gemma":0.004326945,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003416071,"about_ca_topic_score_gemma":0.004249796,"domain_scores_codex":[0.9970596,0.0009218325,0.0005871859,0.0004696403,0.0007506473,0.0002111053],"domain_scores_gemma":[0.9886056,0.006643291,0.001864799,0.0006898573,0.001985144,0.0002113468],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00009337294,0.0000695616,0.03921367,0.006692144,0.0001589238,0.001071388,0.04437387,0.001854798,0.001684935,0.739027,0.006921893,0.1588384],"study_design_scores_gemma":[0.00003613839,0.0001917707,0.05622797,0.01579049,0.0005427031,0.002374528,0.09409875,0.007219921,0.001860733,0.3869011,0.4345795,0.0001764839],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3210695,0.1280078,0.1991768,0.02078685,0.001832144,0.002740028,0.00571869,0.0005419303,0.3201263],"genre_scores_gemma":[0.8619369,0.05110586,0.07204195,0.001501644,0.0003334065,0.002498521,0.002934856,0.0001465245,0.007500251],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01961174,"threshold_uncertainty_score":0.03561807,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4396934479","doi":"10.3389/frsus.2024.1360061","title":"On sustainable land rent","year":2024,"lang":"en","type":"article","venue":"Frontiers in Sustainability","topic":"Land Use and Ecosystem Services","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Pure land; Business; Natural resource economics; Economics; Geography; Archaeology","authors":[{"name":"Ünsal Özdilek","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.003116301137820162,"gpt":0.2131977106019168,"spread":0.2100814094640967,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007631531,0.000267466,0.0003291649,0.0006963504,0.0005821699,0.002273991,0.0006093958,0.0008638536,0.02029185],"category_scores_gemma":[0.002755601,0.0001058175,0.0002992555,0.0008940814,0.004011305,0.003302397,0.002132878,0.0009252967,0.001363339],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002560448,"about_ca_system_score_gemma":0.00131239,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003076417,"about_ca_topic_score_gemma":0.004035971,"domain_scores_codex":[0.9991698,0.0002866435,0.000022859,0.000103042,0.0002684889,0.0001491384],"domain_scores_gemma":[0.9992716,0.000336484,0.00008741864,0.0000931457,0.0001712815,0.0000400121],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000003285047,0.000004126408,0.000382594,0.00002402575,0.000001919071,0.00002309496,0.0000937153,0.0009583107,0.00006188847,0.9877961,0.00269016,0.007960895],"study_design_scores_gemma":[0.000003223149,0.00001815289,0.001446978,0.0001876049,0.000004306088,0.0001449176,0.0005514651,0.003322077,0.000225846,0.8566324,0.1374498,0.0000133141],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04683785,0.009229576,0.04611738,0.02394324,0.0005293752,0.00007066385,0.0006401368,0.00004046194,0.8725913],"genre_scores_gemma":[0.9439572,0.006415422,0.004965147,0.001882361,0.0006015832,0.00008161487,0.000178375,0.0000464785,0.04187172],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02029185,"threshold_uncertainty_score":0.06788296,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4379053743","doi":"10.3389/frsus.2023.1177574","title":"The water pivot: transforming unsustainable consumption to valuing water as a resource for life","year":2023,"lang":"en","type":"article","venue":"Frontiers in Sustainability","topic":"Water resources management and optimization","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"IBM (Canada)","funders":"Engineering and Physical Sciences Research Council","keywords":"Environmental economics; Resource (disambiguation); Sanitation; Consumption (sociology); Water use; Equity (law); Intergenerational equity; Prioritization; Natural resource economics; Water conservation; Value (mathematics); Environmental degradation; Scale (ratio); Business; Water resources; Water supply; Economics; Environmental resource management; Environmental science; Sustainability; Computer science; Geography; Environmental engineering; Management science; Ecology; Sociology","authors":[{"name":"Bryony M. Bowman","is_ca":false},{"name":"Ian Abbott-Donnelly","is_ca":false},{"name":"Jean-François Barsoum","is_ca":true},{"name":"Peter J. Williams","is_ca":false},{"name":"Dexter V. L. Hunt","is_ca":false},{"name":"C. D. F. Rogers","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.007221909247444339,"gpt":0.2220665035300538,"spread":0.2148445942826095,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004004228,0.0006996281,0.000596772,0.001847786,0.001655234,0.005979199,0.0016264,0.002364733,0.006241194],"category_scores_gemma":[0.006701511,0.0004081322,0.0009203031,0.002012518,0.03697272,0.01161194,0.004880607,0.003706658,0.0004434148],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005756657,"about_ca_system_score_gemma":0.003584597,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003543389,"about_ca_topic_score_gemma":0.004129716,"domain_scores_codex":[0.9973174,0.001546544,0.00005853243,0.0003128747,0.0005328618,0.0002318642],"domain_scores_gemma":[0.997216,0.001692429,0.0003260742,0.0003692094,0.0002632631,0.0001329721],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000004714349,0.00001034455,0.0001486299,0.0000157906,0.000003011477,0.00001351772,0.0003898044,0.001005632,0.00003801101,0.9946515,0.0002442823,0.003474763],"study_design_scores_gemma":[0.000003025607,0.00001126226,0.0001785422,0.00003893501,0.000002413545,0.00001049179,0.0006116265,0.002762371,0.000135819,0.9896382,0.006601835,0.000005491845],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05583659,0.002731653,0.5562001,0.03318498,0.000551217,0.0002089623,0.0001238245,0.00009940123,0.3510633],"genre_scores_gemma":[0.9220333,0.00165163,0.06032112,0.001352506,0.0001389675,0.0003009026,0.00004427563,0.00008997127,0.01406736],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006241194,"threshold_uncertainty_score":0.04176772,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4316041371","doi":"10.3389/frsus.2022.1096356","title":"Embracing sustainability in public-owned forest resources management: Lessons learned and perspectives","year":2023,"lang":"en","type":"article","venue":"Frontiers in Sustainability","topic":"Forest Management and Policy","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true},"ca_institutions":"Université Laval; École de Technologie Supérieure; Center for Interuniversity Research and Analysis on Organizations","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Sustainability; Business; Context (archaeology); Supply chain; Natural resource; Supply chain management; Environmental economics; Resource (disambiguation); Sustainable forest management; Environmental resource management; Economics; Marketing; Computer science; Political science","authors":[{"name":"Tasseda Boukherroub","is_ca":true},{"name":"Ángel Ruiz","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0191348788918806,"gpt":0.2749976716738653,"spread":0.2558627927819847,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009135064,0.0005742192,0.0005146573,0.00163559,0.004776292,0.01281752,0.002051761,0.003930153,0.003100158],"category_scores_gemma":[0.004489301,0.0001822576,0.0003454819,0.003167775,0.01254859,0.005276226,0.002735599,0.003646342,0.0002487037],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04711662,"about_ca_system_score_gemma":0.07687603,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.5034873,"about_ca_topic_score_gemma":0.6292291,"domain_scores_codex":[0.9966274,0.001169455,0.00005550675,0.0001634458,0.0007517676,0.001232433],"domain_scores_gemma":[0.9919202,0.003825391,0.0003067421,0.0002367649,0.002635166,0.001075812],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005460314,0.0003338683,0.00701846,0.001507632,0.00004276198,0.001279857,0.01558514,0.01086252,0.0004556942,0.7204977,0.03118035,0.2111814],"study_design_scores_gemma":[0.00001846493,0.0000992759,0.008102161,0.004707241,0.00003954146,0.0004323809,0.1089406,0.005517964,0.001085115,0.3257335,0.5452342,0.0000895349],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.06430022,0.1819818,0.01484991,0.5243024,0.001209285,0.0001115307,0.0001442458,0.00009987499,0.2130007],"genre_scores_gemma":[0.8543117,0.1144427,0.007731838,0.01082378,0.0007750553,0.00004783008,0.00008165241,0.0000302702,0.01175516],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5034873,"threshold_uncertainty_score":0.9988735,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4307870213","doi":"10.3389/frsus.2022.1024100","title":"Sustainability potential of app-based food loss measurement: Farmers' perspectives in southwestern British Columbia, Canada","year":2022,"lang":"en","type":"article","venue":"Frontiers in Sustainability","topic":"Food Waste Reduction and Sustainability","field":"Agricultural and Biological Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true},"ca_institutions":"Simon Fraser University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Scarcity; Sustainability; Agriculture; Business; Exploratory research; Baseline (sea); Weight loss; Environmental resource management; Marketing; Geography; Economics; Political science; Sociology; Medicine; Social science","authors":[{"name":"Alexander Hook","is_ca":true},{"name":"Tammara Soma","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.007334003449877211,"gpt":0.1878349546265004,"spread":0.1805009511766232,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002722889,0.0003073077,0.0003315387,0.0009709358,0.01435348,0.005444,0.001262629,0.0008157367,0.004116567],"category_scores_gemma":[0.005533976,0.0002951146,0.0001889664,0.002188256,0.003037597,0.001231486,0.002145356,0.001116544,0.0003719203],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04897763,"about_ca_system_score_gemma":0.06675978,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.986308,"about_ca_topic_score_gemma":0.9960815,"domain_scores_codex":[0.9977805,0.0005750745,0.00007876489,0.0002459893,0.0007336124,0.0005860815],"domain_scores_gemma":[0.9927425,0.001708019,0.0002434673,0.0001328521,0.004205091,0.0009680545],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0005969286,0.0005067724,0.3052231,0.0009701359,0.00007006159,0.008375072,0.4363038,0.0009629328,0.01097206,0.004839225,0.02745926,0.2037206],"study_design_scores_gemma":[0.00002026562,0.0001531873,0.1271039,0.000580202,0.00005147108,0.0003474737,0.8063663,0.001195569,0.001090945,0.000692607,0.06228296,0.0001150743],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9589044,0.001278993,0.0008268924,0.007724936,0.00004733449,0.000207553,0.0004358335,0.0000509655,0.03052311],"genre_scores_gemma":[0.9820768,0.001502496,0.001482638,0.00151993,0.000005968363,0.0001033108,0.0001497749,0.0000306225,0.01312843],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04897763,"threshold_uncertainty_score":0.3553593,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4322494351","doi":"10.3389/frsus.2023.1130309","title":"Editorial: Meeting of giants: How can technology and consumption team up for sustainability?","year":2023,"lang":"en","type":"editorial","venue":"Frontiers in Sustainability","topic":"Energy, Environment, Economic Growth","field":"Economics, Econometrics and Finance","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université du Québec à Chicoutimi","funders":"","keywords":"Sustainability; Consumption (sociology); Front (military); Business; Natural resource economics; Engineering; Economics; Sociology; Mechanical engineering; Social science; Ecology; Biology","authors":[{"name":"Myriam Ertz","is_ca":true},{"name":"Leïla Elgaaïed‐Gambier","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.008764135082874443,"gpt":0.2272903397452021,"spread":0.2185262046623276,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005815442,0.005116874,0.003784611,0.003776097,0.003692327,0.007565679,0.003349554,0.01380164,0.03345825],"category_scores_gemma":[0.02337752,0.0009796218,0.002400185,0.001578164,0.001982241,0.005046748,0.001590689,0.01476943,0.02413289],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002614931,"about_ca_system_score_gemma":0.003213086,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001708371,"about_ca_topic_score_gemma":0.005427476,"domain_scores_codex":[0.9959673,0.0005582175,0.0004195462,0.0005766428,0.002139963,0.0003383129],"domain_scores_gemma":[0.9847921,0.004940854,0.0008382598,0.0003451083,0.00654373,0.002539993],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002175974,0.00000624189,0.00001240582,0.00009630906,0.000006700249,0.00004788126,0.000006466103,0.00001517254,0.00002989477,0.0001391286,0.9973776,0.002240514],"study_design_scores_gemma":[0.00005827014,0.00002731202,0.0002638692,0.0004212865,0.0000352385,0.0001852651,0.00004963793,0.000153422,0.0001080743,0.0012451,0.997433,0.00001962848],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00003025097,0.002573956,0.00009124891,0.02657837,0.9686646,0.00001969741,0.00008613129,0.00006417464,0.001891621],"genre_scores_gemma":[0.0004830966,0.002862841,0.00009804697,0.01454751,0.9683062,0.00002718919,0.00006113206,0.00005835142,0.01355558],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.03345825,"threshold_uncertainty_score":0.1119291,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4400356410","doi":"10.3389/frsus.2024.1264461","title":"Word-of-mouth in agent-based simulation model of reverse logistics","year":2024,"lang":"en","type":"article","venue":"Frontiers in Sustainability","topic":"Innovation Diffusion and Forecasting","field":"Decision Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true},"ca_institutions":"Polytechnique Montréal; Transport Canada","funders":"Natural Sciences and Engineering Research Council of Canada; Polytechnique Montréal","keywords":"Reverse logistics; Computer science; Word (group theory); Word of mouth; Natural language processing; Artificial intelligence; Business; Linguistics; Advertising; Supply chain; Marketing; Philosophy","authors":[{"name":"Alexandre Labelle","is_ca":true},{"name":"Jean‐Marc Frayret","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1084836995704413,"gpt":0.3948902290344146,"spread":0.2864065294639733,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001360775,0.000734245,0.001081123,0.0009642214,0.0008167957,0.001656177,0.001572624,0.002234323,0.004875253],"category_scores_gemma":[0.004177127,0.0005619852,0.001133045,0.0009682836,0.0009524498,0.001406879,0.001195196,0.001438692,0.0004139097],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001767513,"about_ca_system_score_gemma":0.001868413,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04676292,"about_ca_topic_score_gemma":0.02043286,"domain_scores_codex":[0.9992674,0.0003638359,0.0000339472,0.0001285126,0.00009672317,0.0001096143],"domain_scores_gemma":[0.9976289,0.001651211,0.0002495919,0.00006295506,0.0002896433,0.0001177399],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003712325,0.00003685392,0.001773965,0.00002684742,0.00002659133,0.0001072909,0.0001248645,0.9733869,0.000187228,0.02225159,0.0002613104,0.001779347],"study_design_scores_gemma":[0.00001199045,0.00001209341,0.0001592894,0.000004831095,0.000007591723,0.000008049649,0.00002707138,0.9959715,0.0000319825,0.003363698,0.0003955656,0.000006229013],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2895309,0.0008572213,0.6689208,0.002474177,0.0002677416,0.000403027,0.001524098,0.0004285784,0.03559353],"genre_scores_gemma":[0.9497318,0.0005061775,0.03428425,0.0001527649,0.00004394948,0.0005856841,0.000464756,0.00004007183,0.01419059],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04676292,"threshold_uncertainty_score":0.09298146,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4407541505","doi":"10.3389/frsus.2025.1568396","title":"Editorial: Sustainable consumption and care","year":2025,"lang":"en","type":"editorial","venue":"Frontiers in Sustainability","topic":"Environmental Sustainability in Business","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université Laval","funders":"","keywords":"Consumption (sociology); Sustainable consumption; Business; Natural resource economics; Economics; Sustainability; Sociology; Biology; Ecology; Social science","authors":[{"name":"Laurence Godin","is_ca":true},{"name":"Barbara Smetschka","is_ca":false},{"name":"Stefan Wahlen","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.003269807837871866,"gpt":0.2216731685382677,"spread":0.2184033607003958,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005389698,0.004506512,0.003495231,0.004286652,0.004463979,0.01063286,0.004842704,0.02126184,0.04357025],"category_scores_gemma":[0.02994675,0.001013131,0.003687763,0.002134345,0.004754597,0.006821661,0.003087764,0.02129994,0.02171715],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004362558,"about_ca_system_score_gemma":0.004600165,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002175051,"about_ca_topic_score_gemma":0.003340063,"domain_scores_codex":[0.9928554,0.001141468,0.0007155787,0.001037604,0.003614077,0.0006358852],"domain_scores_gemma":[0.9781436,0.01065938,0.001234526,0.0007820462,0.0062018,0.002978734],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002255851,0.00001238084,0.00002245564,0.0002126017,0.00000673267,0.00008046452,0.00002678885,0.00002227515,0.00002932277,0.0004716245,0.9948531,0.004239842],"study_design_scores_gemma":[0.0000296907,0.00002585832,0.0001900911,0.0006009691,0.00001536385,0.0001601207,0.0001055483,0.00006061596,0.00006188924,0.001233303,0.997502,0.00001444741],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00002928351,0.002611096,0.00004583016,0.03086378,0.9641076,0.00002277607,0.00004326378,0.00002926011,0.002247104],"genre_scores_gemma":[0.0004808475,0.003067602,0.0000559904,0.02175102,0.9647427,0.00003274698,0.0000393365,0.00002652169,0.009803174],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.04357025,"threshold_uncertainty_score":0.145757,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4417431496","doi":"10.3389/frsus.2025.1628164","title":"Economic and circular economy analysis of including potato waste in beef feedlot diets: a Canadian case study","year":2025,"lang":"en","type":"article","venue":"Frontiers in Sustainability","topic":"Agriculture Sustainability and Environmental Impact","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true},"ca_institutions":"University of Manitoba; Canadian Association of Thoracic Surgeons; Agriculture and Agri-Food Canada","funders":"Agriculture and Agri-Food Canada; Beef Cattle Research Council","keywords":"Feedlot; Greenhouse gas; Beef cattle; Profitability index; Livestock; Sustainability; Agriculture; Production (economics); Municipal solid waste","authors":[{"name":"Emma C. Stephens","is_ca":true},{"name":"Isaac Adjaye Aboagye","is_ca":true},{"name":"Genet Mengistu","is_ca":true},{"name":"Tim A. McAllister","is_ca":true},{"name":"Kim Ominski","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.005077716044193102,"gpt":0.2391544706417157,"spread":0.2340767545975226,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001010159,0.0006530125,0.0004157583,0.001211493,0.001367651,0.00180104,0.00111166,0.0008041285,0.003279738],"category_scores_gemma":[0.001812079,0.0003385297,0.001118114,0.001940354,0.00125002,0.0006670029,0.0007129686,0.0005657743,0.00009312],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03556111,"about_ca_system_score_gemma":0.01484313,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9253638,"about_ca_topic_score_gemma":0.9308026,"domain_scores_codex":[0.9992685,0.0001740962,0.00001445053,0.00006627614,0.0001368078,0.0003399863],"domain_scores_gemma":[0.9991246,0.000397888,0.00008057091,0.00005102979,0.0002497291,0.0000962089],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.0005586018,0.0003635507,0.06227154,0.0002706131,0.0002139297,0.002285285,0.000320363,0.8806041,0.003076045,0.02507788,0.001976711,0.02298134],"study_design_scores_gemma":[0.0002218101,0.000680049,0.126652,0.0001487213,0.0004566596,0.0005449354,0.006007249,0.8304406,0.00387602,0.0104842,0.02031479,0.0001729251],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9716164,0.0004456049,0.004358302,0.0005217267,0.00001094603,0.000253428,0.002085214,0.00003517954,0.02067313],"genre_scores_gemma":[0.9923776,0.000388527,0.003896458,0.00002977993,0.000002989732,0.00004059625,0.0004422897,0.000009317506,0.002812383],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07463622,"threshold_uncertainty_score":0.2580151,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4410182872","doi":"10.3389/frsus.2025.1592706","title":"Commissioning community-based art projects to support engagement with nature-based solutions","year":2025,"lang":"en","type":"article","venue":"Frontiers in Sustainability","topic":"Museums and Cultural Heritage","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Concordia University; University of Victoria","funders":"","keywords":"Project commissioning; Process management; Community engagement; Engineering; Sociology; Computer science; Engineering management; Business; Political science; Publishing; Public relations","authors":[{"name":"Maleea Acker","is_ca":true},{"name":"Kristian L. Dubrawski","is_ca":true},{"name":"Crystal Tremblay","is_ca":true},{"name":"Gregg Brill","is_ca":true},{"name":"Marlene Créâtes","is_ca":false},{"name":"Colton Hash","is_ca":false},{"name":"Erin Robinsong","is_ca":true},{"name":"Annabel Howard","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03148321502414628,"gpt":0.2772545855266483,"spread":0.245771370502502,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04927437,0.001036505,0.000682469,0.002373957,0.02255737,0.008443307,0.003977533,0.003866097,0.02157171],"category_scores_gemma":[0.04214793,0.0007886084,0.001391661,0.00167883,0.01026943,0.005312649,0.02065738,0.005979384,0.003062291],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006731933,"about_ca_system_score_gemma":0.0273974,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01415906,"about_ca_topic_score_gemma":0.04859761,"domain_scores_codex":[0.9628025,0.02506476,0.0006528258,0.002707657,0.00511025,0.003662099],"domain_scores_gemma":[0.948019,0.02585997,0.001981412,0.009970842,0.004800946,0.009367784],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007344802,0.00732763,0.01473953,0.002577505,0.0002137879,0.001831932,0.25449,0.004708145,0.0134056,0.07634342,0.05111504,0.572513],"study_design_scores_gemma":[0.0009194707,0.001991346,0.01784517,0.001411897,0.0001024198,0.0005936346,0.1927297,0.004179345,0.005744282,0.0554585,0.718776,0.0002483669],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3519683,0.001351475,0.1244459,0.01847176,0.001751028,0.03424579,0.0006601906,0.001338347,0.4657671],"genre_scores_gemma":[0.7720786,0.0007757507,0.1700053,0.002389032,0.0002263541,0.02117116,0.0003857537,0.0004725807,0.03249554],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04927437,"threshold_uncertainty_score":0.2605909,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4415295629","doi":"10.3389/frsus.2025.1681061","title":"Circular economy in international trade: challenges and opportunities for global value chains","year":2025,"lang":"en","type":"article","venue":"Frontiers in Sustainability","topic":"Sustainable Supply Chain Management","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"Vedecká Grantová Agentúra MŠVVaŠ SR a SAV","keywords":"Circular economy; Sustainability; Mainstream; Trade barrier; Stakeholder; Commercial policy; European union; Material flow; Value (mathematics); Globalization","authors":[{"name":"Vladyslav Bato","is_ca":false},{"name":"Elena Kašťáková","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02017842553818408,"gpt":0.2490024988807914,"spread":0.2288240733426073,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003531575,0.0005866063,0.0007347573,0.00170484,0.002705213,0.01360285,0.001144005,0.004174972,0.02348716],"category_scores_gemma":[0.004723643,0.0002702897,0.0006911261,0.00401232,0.01167152,0.01758121,0.005203004,0.003215306,0.001943624],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004486408,"about_ca_system_score_gemma":0.005212581,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002035498,"about_ca_topic_score_gemma":0.002103732,"domain_scores_codex":[0.9974779,0.001085035,0.0000924443,0.0003416601,0.0006561488,0.0003467999],"domain_scores_gemma":[0.9942653,0.003492018,0.0006850621,0.0004350768,0.0007302112,0.0003923925],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000173388,0.00002071382,0.0005031469,0.0008298169,0.00001099571,0.0002624464,0.001940383,0.001043231,0.0001784806,0.9276407,0.009051632,0.05850114],"study_design_scores_gemma":[0.000003397186,0.00001654376,0.0005112436,0.002259064,0.000008236545,0.0002583677,0.00491904,0.0006538751,0.0001888898,0.6578447,0.3333178,0.00001879133],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03306431,0.3064409,0.05102314,0.1305853,0.002758876,0.0001630558,0.000454128,0.0001709938,0.4753392],"genre_scores_gemma":[0.6175413,0.3173479,0.01565845,0.0150228,0.003713807,0.0002979357,0.0005725204,0.000153969,0.0296913],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02348716,"threshold_uncertainty_score":0.07857233,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4416393169","doi":"10.3389/frsus.2025.1717554","title":"Editorial: Un-graying of the fleet: young people and their futures in search for sustainable fisheries","year":2025,"lang":"en","type":"article","venue":"Frontiers in Sustainability","topic":"Indigenous Studies and Ecology","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"University of British Columbia","funders":"","keywords":"Stewardship (theology); Sustainability; Futures contract; Traditional knowledge; Safeguarding; Aotearoa; Workforce; Cornerstone; Corporate governance","authors":[{"name":"Inés López-Ercilla","is_ca":false},{"name":"Francisco J. Fernández‐Rivera Melo","is_ca":false},{"name":"Eny A. Buchary","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.00836953555346831,"gpt":0.3126414548893179,"spread":0.3042719193358496,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00651778,0.004795563,0.00441859,0.003653912,0.004765397,0.009514426,0.00618578,0.02178795,0.02336118],"category_scores_gemma":[0.03304382,0.001376388,0.003396572,0.001804412,0.004635899,0.008045618,0.002789835,0.02565169,0.01429503],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003952598,"about_ca_system_score_gemma":0.004981591,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004189033,"about_ca_topic_score_gemma":0.005838137,"domain_scores_codex":[0.9937465,0.001101489,0.0006917305,0.001102498,0.002779173,0.0005786383],"domain_scores_gemma":[0.9715071,0.01619601,0.001397696,0.000562691,0.006664111,0.003672351],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002542306,0.00001520591,0.00004077829,0.0002239715,0.000009630879,0.00009517964,0.00006167641,0.0000177064,0.00003052415,0.0002006841,0.9963952,0.002884172],"study_design_scores_gemma":[0.00006651926,0.00006202145,0.0006711454,0.001681989,0.00005706893,0.000438781,0.000487279,0.0002177665,0.0001441906,0.001327804,0.994799,0.00004644116],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00006465295,0.0030254,0.00007226356,0.04828168,0.9473907,0.00002794785,0.00009258882,0.00005500254,0.0009897322],"genre_scores_gemma":[0.0006814032,0.003355,0.00006949663,0.02472457,0.9666079,0.00003671118,0.00004084468,0.00003669368,0.004447358],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.02336118,"threshold_uncertainty_score":0.07815093,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4317721535","doi":"10.3389/frsus.2023.1125016","title":"Editorial: Early-stage quantitative sustainability assessment: Approaches for policy, processes and materials","year":2023,"lang":"en","type":"editorial","venue":"Frontiers in Sustainability","topic":"Environmental Impact and Sustainability","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Waterloo","funders":"","keywords":"Stage (stratigraphy); Sustainability; Environmental planning; Environmental resource management; Management science; Process management; Business; Environmental science; Engineering; Geology; Ecology","authors":[{"name":"Alessandro Dal Pozzo","is_ca":false},{"name":"Anna Björklund","is_ca":false},{"name":"Michael Carbajales‐Dale","is_ca":false},{"name":"Roland Hischier","is_ca":false},{"name":"Dwarakanath Ravikumar","is_ca":true},{"name":"Serena Righi","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01454765717118784,"gpt":0.3108315245271157,"spread":0.2962838673559279,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01043261,0.005349014,0.00458096,0.004061866,0.003313415,0.01085529,0.005611585,0.0172805,0.02908166],"category_scores_gemma":[0.05420604,0.001269734,0.003969675,0.002136087,0.005201854,0.008746112,0.002423136,0.02169476,0.02062156],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003465056,"about_ca_system_score_gemma":0.003263588,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001354458,"about_ca_topic_score_gemma":0.002015193,"domain_scores_codex":[0.9908627,0.001667626,0.00114908,0.001765474,0.00401656,0.0005385477],"domain_scores_gemma":[0.9491444,0.02694641,0.002826147,0.001772583,0.01584839,0.003462128],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004258424,0.00001723067,0.00003582135,0.0003887645,0.00002181178,0.00005247116,0.00002324746,0.0000634302,0.00006340468,0.0007315676,0.9924856,0.006074126],"study_design_scores_gemma":[0.0000508582,0.0000345333,0.000279833,0.0008693957,0.00004933094,0.0001750869,0.00007241828,0.0003434219,0.0001597628,0.003601891,0.9943272,0.0000362038],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00003249653,0.002817965,0.0002438181,0.02092349,0.9750426,0.00001796002,0.0000744469,0.00006557116,0.0007817296],"genre_scores_gemma":[0.0004677108,0.002502354,0.0001987541,0.01177079,0.9815611,0.00002443983,0.00003744688,0.00005642562,0.003380879],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.02908166,"threshold_uncertainty_score":0.09728789,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4317036961","doi":"10.3389/frsus.2022.992939","title":"Altering regional development for sustainability: Lessons learned from strategic communications of RCE Saskatchewan (Canada) with government","year":2023,"lang":"en","type":"article","venue":"Frontiers in Sustainability","topic":"Evaluation and Performance Assessment","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true},"ca_institutions":"University of Regina","funders":"Government of Canada; University of Regina","keywords":"Sustainable development; Government (linguistics); Sustainability; Business; Public administration; Psychological intervention; Political science; Environmental planning; Economic growth; Economics; Geography","authors":[{"name":"Roger A. Petry","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2218294401030793,"gpt":0.4368710600117737,"spread":0.2150416199086944,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009990581,0.0007255483,0.0004094353,0.001652989,0.02225653,0.01542788,0.003350771,0.003017661,0.006098371],"category_scores_gemma":[0.01371268,0.0004327662,0.0005073957,0.004024739,0.01041772,0.004595041,0.006383822,0.005374395,0.0006027271],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1845258,"about_ca_system_score_gemma":0.4000437,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9897984,"about_ca_topic_score_gemma":0.9966151,"domain_scores_codex":[0.9898586,0.004063669,0.0002506199,0.0005442657,0.002271958,0.003010827],"domain_scores_gemma":[0.9781837,0.008046729,0.0005285577,0.0006411675,0.008453953,0.004145798],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002152519,0.0003778029,0.03589981,0.001475551,0.0001276166,0.0109725,0.3008003,0.006589234,0.003036995,0.1988868,0.1300955,0.3115228],"study_design_scores_gemma":[0.00004242241,0.0001067565,0.01832918,0.001270511,0.00006218167,0.0006447253,0.4558943,0.001314877,0.001320466,0.01240944,0.5084383,0.0001669302],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2812076,0.01688016,0.007843901,0.2823063,0.001196277,0.0007270792,0.0006156099,0.0002044227,0.4090186],"genre_scores_gemma":[0.8957036,0.01587736,0.01242432,0.01735888,0.00008938653,0.0001969363,0.000275585,0.0001103839,0.05796356],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1845258,"threshold_uncertainty_score":0.9458345,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4387309711","doi":"10.3389/frsus.2023.1281269","title":"Editorial: The role of the human dimension in promoting education for sustainable development at the regional level","year":2023,"lang":"en","type":"editorial","venue":"Frontiers in Sustainability","topic":"Smart Cities and Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"University of Regina","funders":"Univerzita Karlova v Praze","keywords":"Sustainable development; Dimension (graph theory); Political science; Environmental planning; Economic growth; Regional science; Sociology; Geography; Economics","authors":[{"name":"Jana Dlouhá","is_ca":false},{"name":"Rehema M. White","is_ca":false},{"name":"Roger A. Petry","is_ca":true},{"name":"Andrew Reeves","is_ca":false},{"name":"Rodrigo Lozano","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.007550203977743172,"gpt":0.2367929722838909,"spread":0.2292427683061477,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007413017,0.004613528,0.004144753,0.003833507,0.004480936,0.01070908,0.005652651,0.01678864,0.01204757],"category_scores_gemma":[0.03082778,0.001204815,0.003905934,0.001854384,0.004021223,0.006140533,0.001935499,0.02056726,0.009662352],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003601681,"about_ca_system_score_gemma":0.004228936,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001265374,"about_ca_topic_score_gemma":0.002369364,"domain_scores_codex":[0.9922233,0.001206519,0.0007683428,0.00141017,0.003766884,0.0006247762],"domain_scores_gemma":[0.9652175,0.01811196,0.0018111,0.0006732082,0.0106681,0.003518194],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004588175,0.00001888097,0.00003994568,0.0003053006,0.00001679581,0.00008612285,0.00003657507,0.00004072825,0.00007241055,0.0003365974,0.9955019,0.003498803],"study_design_scores_gemma":[0.00007493882,0.00008645392,0.0005748567,0.0009186653,0.00007012324,0.00033316,0.0001738385,0.0002582906,0.0002288747,0.00152862,0.9957166,0.0000354837],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00004839567,0.001879857,0.00009210058,0.02609394,0.9711355,0.00001466332,0.00002948066,0.00003345196,0.0006725533],"genre_scores_gemma":[0.0004568692,0.00184433,0.00007027278,0.0129377,0.9812108,0.00001849159,0.00002037635,0.00002766365,0.003413455],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.01678864,"threshold_uncertainty_score":0.04030311,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}