{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":4,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":4,"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":"2ff102091849","filters":{"venue":"Current Research in Environmental Sustainability"}},"results":[{"id":"W3134136197","doi":"10.1016/j.crsust.2021.100033","title":"COVID-19's implications on agri-food systems and human health in Bangladesh","year":2021,"lang":"en","type":"article","venue":"Current Research in Environmental Sustainability","topic":"COVID-19 Pandemic Impacts","field":"Economics, Econometrics and Finance","cited_by":33,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Centre for Global Health Research; Centre for International Governance Innovation; Queen's University; University of Waterloo; York University","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Pandemic; 2019-20 coronavirus outbreak; Food systems; Business; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Human health; Set (abstract data type); Environmental health; Food security; Economic growth; Political science; Environmental planning; Agriculture; Geography; Medicine; Economics; Computer science; Virology; Disease; Infectious disease (medical specialty)","authors":[{"name":"Byomkesh Talukder","is_ca":true},{"name":"Gary W. vanLoon","is_ca":true},{"name":"Keith W. Hipel","is_ca":true},{"name":"James Orbinski","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1573338124219698,"gpt":0.4101042023293821,"spread":0.2527703899074123,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004214295,0.0001730535,0.0004054169,0.0005269126,0.0002890014,0.00008851234,0.0002502316,0.000102132,0.0001509525],"category_scores_gemma":[0.001718247,0.0002111801,0.00005556811,0.0006280474,0.0003809929,0.0001733757,0.0003856035,0.0007855628,0.00003131791],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0143353,"about_ca_system_score_gemma":0.0006448753,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002141666,"about_ca_topic_score_gemma":0.0005432011,"domain_scores_codex":[0.9968774,0.0004483435,0.0007444434,0.0009224266,0.0001367761,0.0008706432],"domain_scores_gemma":[0.9980701,0.0004512958,0.0001350089,0.0007201362,0.00001675705,0.0006067578],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001738199,0.001048194,0.9167427,0.0007119064,0.000006616332,0.000009530284,0.0008077984,0.0004097287,0.00001374458,0.07612608,0.0004949024,0.00361143],"study_design_scores_gemma":[0.0009055265,0.0002075942,0.842369,0.00003320632,5.164469e-7,0.000004245709,0.001523237,0.0001315472,0.000005568499,0.07739343,0.07723911,0.0001870438],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.971723,0.008816576,0.0001185069,0.01681636,0.0001097832,0.001535724,0.0003930793,0.00002016734,0.00046686],"genre_scores_gemma":[0.9983235,0.000898307,0.00000633307,0.0002581739,0.00004321631,0.0002606729,0.0001107782,0.00001723832,0.00008177522],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07674421,"threshold_uncertainty_score":0.9894485,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4223471416","doi":"10.1016/j.crsust.2022.100152","title":"The mitigating role of climate smart villages to the impacts of COVID-19 pandemic in the Myanmar rural communities","year":2022,"lang":"en","type":"article","venue":"Current Research in Environmental Sustainability","topic":"COVID-19 Pandemic Impacts","field":"Economics, Econometrics and Finance","cited_by":7,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"International Development Research Centre","keywords":"Agriculture; Pandemic; Food security; Livelihood; Geography; Participatory action research; Socioeconomics; Business; Economic growth; Climate change; Agricultural productivity; Coronavirus disease 2019 (COVID-19); Environmental resource management; Economics","authors":[{"name":"Wilson John Barbon","is_ca":false},{"name":"Chan Myae","is_ca":false},{"name":"Rene Vidallo","is_ca":false},{"name":"Phyu Sin Thant","is_ca":false},{"name":"Yuntian Zhang","is_ca":false},{"name":"Emilita Monville‐Oro","is_ca":false},{"name":"Julian Gonsalves","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07616839073575576,"gpt":0.3645592248990776,"spread":0.2883908341633218,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02011504,0.0001595095,0.0003221716,0.0002873605,0.0008776311,0.00005194934,0.001424356,0.00004362285,0.0001447742],"category_scores_gemma":[0.002417181,0.0001129226,0.00011773,0.0007494285,0.00102201,0.0001289276,0.001750104,0.001134919,0.000006776492],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004259282,"about_ca_system_score_gemma":0.000236517,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009553705,"about_ca_topic_score_gemma":0.001387824,"domain_scores_codex":[0.9959214,0.001704175,0.0008781797,0.0002373863,0.0003779257,0.0008809846],"domain_scores_gemma":[0.9951165,0.003468632,0.0002714183,0.0009941831,0.00001855923,0.0001307241],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00011814,0.0002819852,0.9616074,0.000184604,0.000007848846,0.000001147672,0.02657908,0.002144079,0.00003857002,0.002906915,0.00008694721,0.006043263],"study_design_scores_gemma":[0.0005492744,0.0002226953,0.6130143,0.00001887542,0.000002082017,0.00000414029,0.3010685,0.0008492683,0.00002320068,0.03584341,0.04826201,0.0001422095],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9870098,0.00535121,0.000006156876,0.005469415,0.00007435511,0.001553213,0.0003346162,0.000006472136,0.0001947261],"genre_scores_gemma":[0.9979283,0.001460611,0.000002373815,0.0001550637,0.0000194656,0.000386385,0.00002466316,0.0000136489,0.000009452259],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3485931,"threshold_uncertainty_score":0.9995632,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4311322327","doi":"10.1016/j.crsust.2022.100197","title":"Call for papers special issue: Current and future research in environmental sustainability: Role, responsibilities, and opportunities for the business sector","year":2022,"lang":"en","type":"paratext","venue":"Current Research in Environmental Sustainability","topic":"Sustainable Supply Chain Management","field":"Business, Management and Accounting","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Mount Royal University","funders":"","keywords":"Sustainability; Current (fluid); Business; Engineering ethics; Environmental planning; Environmental resource management; Engineering; Economics; Environmental science; Ecology","authors":[{"name":"Lára Jóhannsdóttir","is_ca":false},{"name":"Stefan Wendt","is_ca":false},{"name":"Þröstur Olaf Sigurjónsson","is_ca":false},{"name":"Ali Kharrazi","is_ca":false},{"name":"Mauricio Latapí","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07120684607166874,"gpt":0.3418472110778717,"spread":0.2706403650062029,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["sts"],"category_scores_codex":[0.02008063,0.001185152,0.001224841,0.002912786,0.002375836,0.001027478,0.001687054,0.0004876766,0.003851161],"category_scores_gemma":[0.001412611,0.001092515,0.0002989309,0.001562655,0.004286473,0.001139098,0.006603122,0.003858463,0.00002897492],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01619437,"about_ca_system_score_gemma":0.001315413,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001530016,"about_ca_topic_score_gemma":0.0003980975,"domain_scores_codex":[0.9872339,0.001713388,0.001495356,0.003071782,0.002882321,0.003603243],"domain_scores_gemma":[0.9933104,0.003891904,0.0003774019,0.001785034,0.0004383263,0.0001969612],"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":[0.004939402,0.002939894,0.01368696,0.03006663,0.0001130315,0.0001166957,0.002177908,0.0004042123,0.000006355013,0.004292259,0.1449569,0.7962998],"study_design_scores_gemma":[0.00213575,0.000173399,0.0175149,0.0001151257,0.0000534212,0.000002517519,0.1568869,0.0006451762,0.000001088874,0.01410667,0.807533,0.0008319842],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4522318,0.2369266,0.00008884095,0.1188752,0.01677948,0.1528767,0.006208451,0.0002497154,0.01576329],"genre_scores_gemma":[0.6570266,0.1133838,0.00006403864,0.0006538029,0.06249067,0.07732221,0.01103489,0.00119804,0.07682597],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7954678,"threshold_uncertainty_score":0.9991525,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4407266505","doi":"10.1016/j.crsust.2025.100282","title":"Current and future research in environmental sustainability: Synthesise of the role, responsibilities, and opportunities for the business sector","year":2025,"lang":"en","type":"article","venue":"Current Research in Environmental Sustainability","topic":"Sustainable Supply Chain Management","field":"Business, Management and Accounting","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Mount Royal University","funders":"","keywords":"Sustainability; Business; Environmental resource management; Environmental planning; Economics; Environmental science; Ecology","authors":[{"name":"Lára Jóhannsdóttir","is_ca":false},{"name":"Þröstur Olaf Sigurjónsson","is_ca":false},{"name":"Stefan Wendt","is_ca":false},{"name":"Mauricio Latapí","is_ca":true},{"name":"Ali Kharrazi","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05805491680520402,"gpt":0.3277552998919931,"spread":0.2697003830867891,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.01446818,0.0004386835,0.0004980158,0.001447662,0.0009950482,0.0003213327,0.001081766,0.0001621523,0.00006552016],"category_scores_gemma":[0.002099178,0.0003220349,0.0001314762,0.001751326,0.004274125,0.0008115246,0.004205856,0.001336202,0.000001111776],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004252123,"about_ca_system_score_gemma":0.0005931667,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001106391,"about_ca_topic_score_gemma":0.0002495309,"domain_scores_codex":[0.9938037,0.001207693,0.0008540252,0.001192304,0.001396454,0.001545763],"domain_scores_gemma":[0.9949279,0.003144448,0.0001649996,0.001394384,0.0003056324,0.00006264068],"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":[0.0009740703,0.001362832,0.4310734,0.007356598,0.00003121154,0.00001530861,0.0007192983,0.00009434396,0.00002587516,0.02833447,0.0004339373,0.5295787],"study_design_scores_gemma":[0.0008899898,0.00002968587,0.430489,0.0001661068,0.00002664455,7.033074e-7,0.1292001,0.001257729,0.00002385396,0.1016216,0.3360593,0.0002352894],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9425271,0.02504586,0.00002405392,0.02324454,0.0003788701,0.008429329,0.00005354061,0.00002408639,0.0002726572],"genre_scores_gemma":[0.993162,0.004227475,0.000006605171,0.00005923535,0.0003332314,0.001847361,0.00002646375,0.0000398645,0.0002977922],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5293434,"threshold_uncertainty_score":0.9999232,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}