{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":50,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":50,"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":"2eb6525a55f7","filters":{"venue":"Sustainable Production and Consumption"}},"results":[{"id":"W2810571820","doi":"10.1016/j.spc.2018.06.004","title":"The sustainable business model pattern taxonomy—45 patterns to support sustainability-oriented business model innovation","year":2018,"lang":"en","type":"article","venue":"Sustainable Production and Consumption","topic":"Environmental Sustainability in Business","field":"Business, Management and Accounting","cited_by":419,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Desjardins","funders":"","keywords":"Sustainability; Management science; Delphi method; Taxonomy (biology); Premise; Business model; Computer science; Delphi; Knowledge management; Process (computing); Consolidation (business); Process management; Data science; Engineering; Business; Artificial intelligence; Ecology; Marketing; Biology","authors":[{"name":"Florian Lüdeke‐Freund","is_ca":false},{"name":"Sarah Carroux","is_ca":false},{"name":"Alexandre Joyce","is_ca":true},{"name":"Lorenzo Massa","is_ca":false},{"name":"Henning Breuer","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02088711374448666,"gpt":0.2405656229760772,"spread":0.2196785092315906,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003842257,0.001029115,0.0008129474,0.007885845,0.002800919,0.007945643,0.002023088,0.002149112,0.006326356],"category_scores_gemma":[0.01381111,0.0008831237,0.002746968,0.009925911,0.003181186,0.01696846,0.005133702,0.003308741,0.002237035],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00329029,"about_ca_system_score_gemma":0.008089364,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01127002,"about_ca_topic_score_gemma":0.01199592,"domain_scores_codex":[0.9936359,0.001187897,0.001501646,0.0008040571,0.002346715,0.0005238132],"domain_scores_gemma":[0.9904794,0.001950189,0.001095061,0.002720721,0.00305334,0.0007013142],"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":[0.0001031296,0.0003675886,0.02369789,0.0007354787,0.0001033539,0.0003438204,0.004970155,0.005068724,0.002461344,0.7074681,0.02671153,0.2279689],"study_design_scores_gemma":[0.00004493827,0.0001366259,0.007817596,0.001294335,0.0001176837,0.001234979,0.00656957,0.05135432,0.003316338,0.6440016,0.2840098,0.0001020676],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05007979,0.001385462,0.8443829,0.008624856,0.0004114084,0.001739986,0.006508796,0.004126871,0.08274001],"genre_scores_gemma":[0.2164777,0.001382267,0.759762,0.0007649168,0.0001073369,0.001221172,0.01017181,0.0008098076,0.009302949],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01127002,"threshold_uncertainty_score":0.02387285,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3088556379","doi":"10.1016/j.spc.2020.09.019","title":"Improving supply chain sustainability in the context of COVID-19 pandemic in an emerging economy: Exploring drivers using an integrated model","year":2020,"lang":"en","type":"article","venue":"Sustainable Production and Consumption","topic":"Supply Chain Resilience and Risk Management","field":"Business, Management and Accounting","cited_by":385,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Regina","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Supply chain; Context (archaeology); Sustainability; Government (linguistics); Business; Pandemic; Coronavirus disease 2019 (COVID-19); Supply chain management; Industrial organization; Emerging markets; Environmental economics; Economics; Process management; Risk analysis (engineering); Marketing; Finance; Geography","authors":[{"name":"Chitra Lekha Karmaker","is_ca":false},{"name":"Tazim Ahmed","is_ca":false},{"name":"Sayem Ahmed","is_ca":false},{"name":"Syed Mithun Ali","is_ca":false},{"name":"Md. Abdul Moktadir","is_ca":false},{"name":"Golam Kabir","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07585812388188441,"gpt":0.2935327626633867,"spread":0.2176746387815023,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001588833,0.0007816703,0.0006211181,0.001515484,0.0008262273,0.004557072,0.001153985,0.001866085,0.004518115],"category_scores_gemma":[0.002977571,0.0003656697,0.001055646,0.001632272,0.001001765,0.004600292,0.002718111,0.001367636,0.0002082346],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004535094,"about_ca_system_score_gemma":0.005889887,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04357219,"about_ca_topic_score_gemma":0.05013344,"domain_scores_codex":[0.9993163,0.0002835339,0.00002516195,0.00009639362,0.00009118031,0.0001874771],"domain_scores_gemma":[0.9986631,0.0005350532,0.0002536785,0.00003947978,0.0003393274,0.0001694306],"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":[0.0001547673,0.0004468516,0.03412304,0.000224552,0.0002623007,0.0004908952,0.000991854,0.7960277,0.001240183,0.1482215,0.001668448,0.01614789],"study_design_scores_gemma":[0.00002118,0.0001865445,0.006695729,0.00009052563,0.0001790653,0.00004141294,0.002604796,0.9471493,0.0003112509,0.0392313,0.003445877,0.00004308334],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8735207,0.0007835563,0.06936254,0.005695317,0.0001643777,0.0002714799,0.0007375206,0.0001442108,0.04932028],"genre_scores_gemma":[0.993197,0.0003485599,0.003407984,0.00005029649,0.00001255073,0.00004464597,0.00008882503,0.00001078756,0.002839471],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04357219,"threshold_uncertainty_score":0.08663714,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3114405859","doi":"10.1016/j.spc.2020.12.029","title":"Global economic crisis, energy use, CO2 emissions, and policy roadmap amid COVID-19","year":2020,"lang":"en","type":"review","venue":"Sustainable Production and Consumption","topic":"COVID-19 impact on air quality","field":"Environmental Science","cited_by":292,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Waterloo","funders":"","keywords":"Recession; Pandemic; Coronavirus disease 2019 (COVID-19); Pace; Consumption (sociology); Global recession; Greenhouse gas; Development economics; Economics; Shock (circulatory); Economic policy; Economic recovery; Agency (philosophy); Business; Economic growth; Natural resource economics; Geography; Macroeconomics; Infectious disease (medical specialty); Sociology","authors":[{"name":"Most. Asikha Aktar","is_ca":false},{"name":"Md. Mahmudul Alam","is_ca":false},{"name":"Abul Quasem Al‐Amin","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05144734253265324,"gpt":0.3710049416384161,"spread":0.3195575991057629,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00226456,0.00122034,0.002012697,0.003065551,0.0005209714,0.002441169,0.001427218,0.002401192,0.01671389],"category_scores_gemma":[0.00356756,0.0003931123,0.001196325,0.005208478,0.0006152469,0.002465447,0.001794701,0.003254263,0.005716378],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003266271,"about_ca_system_score_gemma":0.01423765,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01417053,"about_ca_topic_score_gemma":0.02572403,"domain_scores_codex":[0.9992548,0.0001175025,0.00008346855,0.00006179345,0.0003715412,0.0001109322],"domain_scores_gemma":[0.9984853,0.0004707901,0.0002284143,0.00002936255,0.0006038399,0.0001823102],"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":[0.00006889521,0.00005415858,0.0001616098,0.02764225,0.0001080293,0.00006988351,0.00003849934,0.0004200111,0.000271174,0.0126581,0.338365,0.6201425],"study_design_scores_gemma":[0.00001216463,0.00002660685,0.0004709905,0.01161425,0.00007519024,0.00007531331,0.00004806529,0.00005099381,0.0000593869,0.002688882,0.9848664,0.00001168168],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00006914395,0.9861033,0.0001167154,0.005468715,0.00188557,0.00002564472,0.0004775166,0.00003481903,0.005818613],"genre_scores_gemma":[0.0006768737,0.9940666,0.0002482225,0.002400133,0.0004879038,0.00003234379,0.000385034,0.000007777558,0.0016951],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01671389,"threshold_uncertainty_score":0.05591351,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3173869429","doi":"10.1016/j.spc.2021.06.022","title":"The impact of COVID-19 on alternative and local food systems and the potential for the sustainability transition: Insights from 13 countries","year":2021,"lang":"en","type":"article","venue":"Sustainable Production and Consumption","topic":"Organic Food and Agriculture","field":"Agricultural and Biological Sciences","cited_by":133,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Guelph","funders":"Australian Research Council; Horizon 2020 Framework Programme; European Commission; Nemzeti Kutatási Fejlesztési és Innovációs Hivatal; Research Institute for Humanity and Nature; Fondation de France","keywords":"Sustainability; Scope (computer science); Food systems; Coronavirus disease 2019 (COVID-19); Mainstream; Business; Social system; Environmental economics; Economic growth; Economic system; Political science; Economics; Sociology; Food security; Social science; Agriculture; Geography; Computer science","authors":[{"name":"Gusztáv Nemes","is_ca":false},{"name":"Yuna Chiffoleau","is_ca":false},{"name":"Simona Zollet","is_ca":false},{"name":"Martin Collison","is_ca":false},{"name":"Zsófia Benedek","is_ca":false},{"name":"Fedele Colantuono","is_ca":false},{"name":"Arne Dulsrud","is_ca":false},{"name":"Mariantonietta Fiore","is_ca":false},{"name":"Carolin Holtkamp","is_ca":false},{"name":"Tae‐Yeon Kim","is_ca":false},{"name":"Monika Korzun","is_ca":true},{"name":"Rafael Mesa Manzano","is_ca":false},{"name":"Rachel Reckinger","is_ca":false},{"name":"Irune Ruiz-Martínez","is_ca":false},{"name":"Kiah Smith","is_ca":false},{"name":"Norie Tamura","is_ca":false},{"name":"María Laura Viteri","is_ca":false},{"name":"Éva Orbán","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01054833361338872,"gpt":0.2343785424218311,"spread":0.2238302088084424,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002744727,0.0002669689,0.0004131038,0.0009002991,0.00244432,0.003660857,0.0005011941,0.0009166263,0.002351959],"category_scores_gemma":[0.002307281,0.0002027129,0.0003745259,0.002454699,0.004318779,0.002140654,0.005123328,0.00147903,0.0001520369],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004262776,"about_ca_system_score_gemma":0.002129415,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02199775,"about_ca_topic_score_gemma":0.03836578,"domain_scores_codex":[0.9984559,0.0008096925,0.00004945661,0.00009668729,0.0001080449,0.000480116],"domain_scores_gemma":[0.9982192,0.0009889383,0.0002699806,0.0001165281,0.000205559,0.0001998513],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0005612735,0.0002842146,0.247466,0.001859167,0.0001686233,0.008247777,0.5393114,0.004031973,0.003499263,0.07921579,0.007075781,0.1082787],"study_design_scores_gemma":[0.0000215796,0.0002119161,0.1574155,0.0008042941,0.00004305234,0.0005410693,0.7753717,0.000595445,0.0008458364,0.006057978,0.05804393,0.00004763838],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9709924,0.0009405979,0.0007437408,0.001625204,0.00001762288,0.00005390754,0.0002461487,0.000007458852,0.02537289],"genre_scores_gemma":[0.9976464,0.0007321101,0.0004213233,0.0002898642,0.000003588008,0.00002399066,0.00009404869,0.000006145948,0.0007825713],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02199775,"threshold_uncertainty_score":0.04373944,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2963355924","doi":"10.1016/j.spc.2019.07.003","title":"Enablers of social sustainability in the supply chain: An example of footwear industry from an emerging economy","year":2019,"lang":"en","type":"article","venue":"Sustainable Production and Consumption","topic":"Sustainable Supply Chain Management","field":"Business, Management and Accounting","cited_by":97,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Regina","funders":"","keywords":"Sustainability; Supply chain; Enabling; Social sustainability; Business; Context (archaeology); Emerging markets; Sustainability organizations; Marketing; Industrial organization; Finance","authors":[{"name":"Azmina Akter Munny","is_ca":false},{"name":"Syed Mithun Ali","is_ca":false},{"name":"Golam Kabir","is_ca":true},{"name":"Md. Abdul Moktadir","is_ca":false},{"name":"Towfique Rahman","is_ca":false},{"name":"Zuhayer Mahtab","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02274382142740865,"gpt":0.2538571879400648,"spread":0.2311133665126562,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007257575,0.0002677936,0.0001498867,0.00139403,0.003798647,0.005193314,0.0004209246,0.001043734,0.00445218],"category_scores_gemma":[0.001005652,0.0000849924,0.0002743273,0.00208641,0.003923744,0.002253723,0.003228293,0.0009677044,0.0002574781],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002303211,"about_ca_system_score_gemma":0.003227834,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02707491,"about_ca_topic_score_gemma":0.05032052,"domain_scores_codex":[0.999517,0.0001708872,0.00001080961,0.00003301549,0.0001089895,0.0001592721],"domain_scores_gemma":[0.999252,0.0003450238,0.00008342446,0.00005032495,0.0001430193,0.0001261889],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0002106726,0.0004540487,0.0562038,0.0002555175,0.00004516746,0.01161674,0.06890508,0.006364754,0.007372004,0.7728515,0.00331435,0.07240647],"study_design_scores_gemma":[0.00006835956,0.0004467138,0.06836141,0.0005363039,0.0001201206,0.001814315,0.3634853,0.02695699,0.007968687,0.2987188,0.2314162,0.0001068179],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8236604,0.000324995,0.007458319,0.003063684,0.00003160689,0.00007568696,0.00007403436,0.00003314983,0.165278],"genre_scores_gemma":[0.9921005,0.0003269571,0.001897738,0.00009713705,0.000005868179,0.00001069459,0.00002095482,0.000006616591,0.005533557],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02707491,"threshold_uncertainty_score":0.05383462,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4283578402","doi":"10.1016/j.spc.2022.06.020","title":"A holistic assessment of microplastic ubiquitousness: Pathway for source identification in the environment","year":2022,"lang":"en","type":"article","venue":"Sustainable Production and Consumption","topic":"Microplastics and Plastic Pollution","field":"Environmental Science","cited_by":83,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Memorial University of Newfoundland","funders":"National Natural Science Foundation of China","keywords":"Microplastics; Environmental science; Plastic pollution; Debris; Marine debris; Environmental planning; Geography; Ecology; Meteorology; Biology","authors":[{"name":"Stephen Nyabire Akanyange","is_ca":false},{"name":"Yan Zhang","is_ca":false},{"name":"Xiaohan Zhao","is_ca":false},{"name":"Gifty Adom‐Asamoah","is_ca":false},{"name":"Abdul-Rasheed Abubakari Ature","is_ca":true},{"name":"Cosmos Anning","is_ca":false},{"name":"Tianpeng Chen","is_ca":false},{"name":"Huaqing Zhao","is_ca":false},{"name":"Xianjun Lyu","is_ca":false},{"name":"John C. Crittenden","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01506776292225771,"gpt":0.2446503030611439,"spread":0.2295825401388862,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001196775,0.0007869472,0.0008027309,0.002775688,0.000536993,0.002888111,0.0006182872,0.001088771,0.001193571],"category_scores_gemma":[0.001567044,0.0002650548,0.0005040945,0.001760341,0.000832085,0.001852495,0.00303528,0.0005014555,0.0002162711],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000626504,"about_ca_system_score_gemma":0.0010409,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001476188,"about_ca_topic_score_gemma":0.003013433,"domain_scores_codex":[0.9990674,0.0001583513,0.00005166501,0.0001854953,0.0004523221,0.000084819],"domain_scores_gemma":[0.9993166,0.0001232351,0.0001195784,0.00009549057,0.0002831414,0.00006195719],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0007158825,0.0003984704,0.1902438,0.001659344,0.0008278955,0.0007161447,0.0009775732,0.03760804,0.4521004,0.01884452,0.0010651,0.2948429],"study_design_scores_gemma":[0.00003500442,0.002531533,0.362539,0.0008041575,0.001430749,0.002780602,0.006166112,0.178631,0.3483854,0.0726213,0.02378713,0.000288018],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7821372,0.0029678,0.1961675,0.0004863859,0.00004504462,0.000197616,0.001633692,0.0001962487,0.01616846],"genre_scores_gemma":[0.9648858,0.0009459686,0.03284555,0.00006476533,0.00001133642,0.00004135122,0.0002992589,0.0000246983,0.0008813614],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002888111,"threshold_uncertainty_score":0.006329238,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4307953452","doi":"10.1016/j.spc.2022.10.028","title":"Exploring the relationship between water-energy-food nexus sustainability and multiple ecosystem services at the urban agglomeration scale","year":2022,"lang":"en","type":"article","venue":"Sustainable Production and Consumption","topic":"Water-Energy-Food Nexus Studies","field":"Environmental Science","cited_by":77,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Toronto Metropolitan University","funders":"Fundamental Research Funds for the Central Universities; China Scholarship Council; National Natural Science Foundation of China; National University's Basic Research Foundation of China; Jiangsu Office of Philosophy and Social Science","keywords":"Nexus (standard); Sustainability; Water energy; Environmental science; Economies of agglomeration; Environmental resource management; Geography; Natural resource economics; Ecology; Engineering; Economics; Water resource management; Economic growth","authors":[{"name":"Tonghui Ding","is_ca":false},{"name":"Liping Fang","is_ca":true},{"name":"Junfei Chen","is_ca":false},{"name":"Juan Ji","is_ca":false},{"name":"Zhou Fang","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03914850376302502,"gpt":0.2158967491127523,"spread":0.1767482453497273,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007545592,0.0002680199,0.0002505615,0.001334455,0.001303919,0.002257383,0.0007173106,0.000549803,0.005882953],"category_scores_gemma":[0.002298267,0.000154802,0.0004004412,0.002482018,0.002647067,0.003243698,0.00423837,0.000881028,0.0001817292],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002811234,"about_ca_system_score_gemma":0.002179863,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0399767,"about_ca_topic_score_gemma":0.1302132,"domain_scores_codex":[0.9995281,0.000190101,0.000009187709,0.00006798517,0.00004942089,0.0001552443],"domain_scores_gemma":[0.9982296,0.0008535287,0.0003202777,0.00009229101,0.00015289,0.0003514686],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000151336,0.0002954151,0.8546382,0.0001174361,0.0003633471,0.0005798264,0.008233123,0.005165236,0.0007454104,0.1106927,0.0009415594,0.01807646],"study_design_scores_gemma":[0.00001950329,0.0001198264,0.8016622,0.0001147677,0.0001913017,0.0001566518,0.1165362,0.01436817,0.0005146164,0.05833021,0.007964468,0.00002207729],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9908154,0.0001685073,0.0006696411,0.001006049,0.000004531381,0.000007823412,0.00007005972,0.000003275128,0.007254731],"genre_scores_gemma":[0.9994128,0.00006107259,0.0001452586,0.00002114979,0.000002169641,0.000004849018,0.0000224009,0.000001289632,0.0003291185],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0399767,"threshold_uncertainty_score":0.07948804,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4388914705","doi":"10.1016/j.spc.2023.11.011","title":"Robotics: Enabler and inhibitor of the Sustainable Development Goals","year":2023,"lang":"en","type":"article","venue":"Sustainable Production and Consumption","topic":"Innovative Approaches in Technology and Social Development","field":"Business, Management and Accounting","cited_by":71,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"General Motors (Canada); University of Ontario Institute of Technology; Mila - Quebec Artificial Intelligence Institute; Université de Montréal","funders":"","keywords":"Robotics; Artificial intelligence; Context (archaeology); Sustainable development; Enabling; Computer science; Engineering; Political science; Robot; Psychology; Law","authors":[{"name":"Tamás Haidegger","is_ca":false},{"name":"V. Mai","is_ca":true},{"name":"Carl Mörch","is_ca":true},{"name":"D.O. Boesl","is_ca":false},{"name":"An Jacobs","is_ca":false},{"name":"Balasubramanian R.","is_ca":false},{"name":"Alaa Khamis","is_ca":true},{"name":"Luca Lach","is_ca":false},{"name":"Bram Vanderborght","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01999294752333098,"gpt":0.2250215575087521,"spread":0.2050286099854212,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01441435,0.0007524789,0.00042191,0.006471067,0.002320661,0.008899082,0.001081593,0.001577637,0.003346258],"category_scores_gemma":[0.02191721,0.0003139683,0.0006628158,0.003520057,0.01156337,0.008344557,0.009771218,0.002090679,0.0004193266],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005145369,"about_ca_system_score_gemma":0.009104723,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004624129,"about_ca_topic_score_gemma":0.008578478,"domain_scores_codex":[0.9800646,0.009177814,0.0009422612,0.001403844,0.006970141,0.001441421],"domain_scores_gemma":[0.9715661,0.0159799,0.006467996,0.001657468,0.003391915,0.0009365855],"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":[0.0001509173,0.0001022886,0.06470533,0.002368434,0.0001268079,0.0006766193,0.02040976,0.003967362,0.001376851,0.7322384,0.007010654,0.1668667],"study_design_scores_gemma":[0.00003089412,0.0004326211,0.1347159,0.006666422,0.0004131695,0.001114168,0.1078232,0.004765997,0.004734846,0.3202217,0.4188946,0.0001865888],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2969888,0.01686031,0.04818816,0.04256305,0.000586577,0.0004411496,0.0006500975,0.0002391452,0.5934827],"genre_scores_gemma":[0.9798279,0.006281354,0.007934796,0.001524945,0.0001134074,0.0001395568,0.0001499099,0.00003832928,0.00398967],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01441435,"threshold_uncertainty_score":0.0762313,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4210639811","doi":"10.1016/j.spc.2022.01.023","title":"Opportunities for single-use plastic reduction in the food service sector during COVID-19","year":2022,"lang":"en","type":"article","venue":"Sustainable Production and Consumption","topic":"Healthcare and Environmental Waste Management","field":"Medicine","cited_by":66,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Dalhousie University","funders":"","keywords":"Business; Food waste; Service (business); Public sector; Consumption (sociology); Marketing; Engineering; Operations management; Political science; Waste management","authors":[{"name":"Shen Molloy","is_ca":true},{"name":"Priyanka Varkey","is_ca":true},{"name":"Tony R. ‎Walker","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.136657146565759,"gpt":0.2947643299014829,"spread":0.158107183335724,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00153614,0.0002316564,0.0001578927,0.0003509423,0.004227304,0.002142161,0.0006582051,0.0008457301,0.003669237],"category_scores_gemma":[0.002457119,0.0002525561,0.0003193832,0.0005370708,0.001647811,0.0009154707,0.003815737,0.001115534,0.0002461218],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01259399,"about_ca_system_score_gemma":0.01889551,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3450116,"about_ca_topic_score_gemma":0.6588491,"domain_scores_codex":[0.9982132,0.0004430769,0.00003570865,0.00008956649,0.0001869678,0.001031515],"domain_scores_gemma":[0.9979522,0.000468535,0.000373178,0.00005365782,0.0003220277,0.0008302942],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006415792,0.0005482716,0.445976,0.001792766,0.0000522734,0.01377327,0.3441498,0.0008063452,0.01898186,0.006422109,0.02104334,0.1458124],"study_design_scores_gemma":[0.00001591127,0.0003801937,0.310541,0.001236417,0.0000197914,0.0006710159,0.6118478,0.0003770658,0.001357138,0.0007725091,0.07272968,0.00005155694],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9785327,0.000558513,0.0003705725,0.007174917,0.0000773798,0.0001267798,0.0001809524,0.00001192263,0.01296627],"genre_scores_gemma":[0.9941201,0.0005620204,0.0008286751,0.001298802,0.00001069543,0.00006303001,0.00008084619,0.000007276921,0.003028651],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3450116,"threshold_uncertainty_score":0.6860069,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2284411590","doi":"10.1016/j.spc.2016.02.001","title":"Energy-related performance measures employed in sustainable supply chains: A bibliometric analysis","year":2016,"lang":"en","type":"article","venue":"Sustainable Production and Consumption","topic":"Sustainable Supply Chain Management","field":"Business, Management and Accounting","cited_by":57,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Toronto Metropolitan University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; Scopus; Supply chain; Energy consumption; Energy (signal processing); Key (lock); Environmental economics; Business; Statistics; Mathematics; Engineering; MEDLINE; Economics; Marketing","authors":[{"name":"Payman Ahi","is_ca":true},{"name":"Cory Searcy","is_ca":true},{"name":"Mohamad Y. Jaber","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01258875309238059,"gpt":0.2163935056404847,"spread":0.2038047525481041,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["bibliometrics"],"consensus_categories":[],"category_scores_codex":[0.008751728,0.0005122098,0.001521319,0.1184644,0.001410072,0.004757252,0.0008623888,0.0007313187,0.002494427],"category_scores_gemma":[0.0708114,0.0002009227,0.001874386,0.2050594,0.0009994021,0.004389075,0.002328694,0.0005145221,0.0005837128],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002312471,"about_ca_system_score_gemma":0.003860581,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006565105,"about_ca_topic_score_gemma":0.008047758,"domain_scores_codex":[0.9833592,0.003175168,0.003400885,0.0007097938,0.008927478,0.0004275959],"domain_scores_gemma":[0.9341286,0.040449,0.009070663,0.003159861,0.01247633,0.0007154562],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002512936,0.0003021312,0.6636285,0.005710838,0.002776795,0.0002502958,0.003362732,0.00413555,0.001855775,0.008499747,0.005353943,0.3038723],"study_design_scores_gemma":[0.00002606693,0.0002097741,0.9451004,0.001248935,0.002140685,0.0004776924,0.007247703,0.009095157,0.002308006,0.005621905,0.02641371,0.0001099963],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9026529,0.01825762,0.009757146,0.001146843,0.0001765647,0.0003376612,0.02406039,0.0002889464,0.04332198],"genre_scores_gemma":[0.9822785,0.005131942,0.004150156,0.00003311225,0.0001187322,0.000138598,0.007454284,0.000025082,0.0006696598],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8815356,"threshold_uncertainty_score":0.04628414,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3164054591","doi":"10.1016/j.spc.2021.05.016","title":"COVID-19 challenges to sustainable food production and consumption: Future lessons for food systems in eastern and southern Africa from a gender lens","year":2021,"lang":"en","type":"article","venue":"Sustainable Production and Consumption","topic":"Urban Agriculture and Sustainability","field":"Agricultural and Biological Sciences","cited_by":56,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Direktion für Entwicklung und Zusammenarbeit; Centro Internacional de Agricultura Tropical; Global Affairs Canada; Bill and Melinda Gates Foundation","keywords":"Food security; Livelihood; Consumption (sociology); Geography; Food systems; Distribution (mathematics); Production (economics); Urbanization; Food processing; Rural area; Agriculture; Agricultural economics; Socioeconomics; Economic growth; Vulnerability (computing); Economics; Political science","authors":[{"name":"Eileen Bogweh Nchanji","is_ca":false},{"name":"Cosmas Kweyu Lutomia","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07505862725413748,"gpt":0.2566428993586534,"spread":0.1815842721045159,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003370435,0.0005771454,0.0003993448,0.000926994,0.008529696,0.009894294,0.0008912389,0.002516178,0.0229998],"category_scores_gemma":[0.003035084,0.0002217593,0.0002929863,0.001953037,0.009509617,0.006179892,0.006003416,0.002649025,0.0007359269],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007886073,"about_ca_system_score_gemma":0.01237127,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03478179,"about_ca_topic_score_gemma":0.06441012,"domain_scores_codex":[0.9982326,0.0007385219,0.00003230821,0.0001082317,0.0001446928,0.0007435207],"domain_scores_gemma":[0.9984792,0.0005480117,0.000165688,0.00005281745,0.0002101459,0.0005441096],"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":[0.00008600875,0.00008289101,0.009099374,0.0004366383,0.00001236017,0.001152583,0.1200218,0.0002762768,0.001256686,0.7837642,0.02797351,0.05583775],"study_design_scores_gemma":[0.00001974224,0.00006862557,0.01031764,0.0007952817,0.00001299492,0.0003593928,0.2977211,0.0001976072,0.0004811673,0.1208515,0.5691431,0.00003202727],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2312909,0.02763477,0.002892921,0.350689,0.001637015,0.0000709552,0.0004918193,0.00005304349,0.3852397],"genre_scores_gemma":[0.9285995,0.01086285,0.001578757,0.009245187,0.000334019,0.000105651,0.0001296257,0.00004735671,0.04909708],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03478179,"threshold_uncertainty_score":0.07694197,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4291170452","doi":"10.1016/j.spc.2022.08.006","title":"The complex role of single-use compostable bioplastic food packaging and foodservice ware in a circular economy: Findings from a social innovation lab","year":2022,"lang":"en","type":"article","venue":"Sustainable Production and Consumption","topic":"Sustainable Supply Chain Management","field":"Business, Management and Accounting","cited_by":43,"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":"Bioplastic; Sustainability; Business; Circular economy; Engineering; Environmental economics; Waste management; Economics","authors":[{"name":"Nadia Springle","is_ca":true},{"name":"Belinda Li","is_ca":true},{"name":"Tammara Soma","is_ca":true},{"name":"Tamara Shulman","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02263509637503801,"gpt":0.207011186658421,"spread":0.184376090283383,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01783059,0.0003946475,0.000350321,0.001665114,0.00780542,0.009823801,0.001726628,0.00211675,0.002904178],"category_scores_gemma":[0.0182751,0.0004579419,0.0005146033,0.001054841,0.01534302,0.007643931,0.008980016,0.002411489,0.0005032528],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006451464,"about_ca_system_score_gemma":0.008231744,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005416689,"about_ca_topic_score_gemma":0.00901258,"domain_scores_codex":[0.9886097,0.007225214,0.0003001156,0.0008743568,0.00173767,0.001252907],"domain_scores_gemma":[0.9658512,0.02580875,0.001958007,0.001676894,0.002768067,0.001937078],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002088155,0.001092781,0.03324788,0.000492333,0.00002790954,0.002642757,0.8628531,0.0006827037,0.005115463,0.03446496,0.001866286,0.05730499],"study_design_scores_gemma":[0.0000213904,0.0003195937,0.01105641,0.0002084125,0.0000220022,0.0003634262,0.9452913,0.001346607,0.003044155,0.006031587,0.03223772,0.00005736024],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9781345,0.0001080904,0.002556546,0.001493823,0.00001736558,0.0001119865,0.00002473582,0.00001789459,0.01753513],"genre_scores_gemma":[0.9947731,0.0001763572,0.002045154,0.0003556758,0.000006264361,0.00008467015,0.00002710521,0.00002712093,0.002504567],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01783059,"threshold_uncertainty_score":0.0942983,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4319071864","doi":"10.1016/j.spc.2023.02.001","title":"Global warming potential, water footprint, and energy demand of shared autonomous electric vehicles incorporating circular economy practices","year":2023,"lang":"en","type":"article","venue":"Sustainable Production and Consumption","topic":"Transportation and Mobility Innovations","field":"Engineering","cited_by":42,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Guelph","funders":"American University of Sharjah","keywords":"Ecological footprint; Footprint; Life-cycle assessment; Work (physics); Water use; Environmental science; Environmental economics; Circular economy; Energy mix; Environmental engineering; Energy (signal processing); Carbon footprint; Natural resource economics; Engineering; Production (economics); Greenhouse gas; Economics; Sustainability; Electricity generation; Ecology; Geography; Mechanical engineering","authors":[{"name":"Aser Alaa Ahmed","is_ca":false},{"name":"Mohammad A. Nazzal","is_ca":false},{"name":"Basil M. Darras","is_ca":false},{"name":"Ibrahim Deiab","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01225758437970064,"gpt":0.2317185354232758,"spread":0.2194609510435752,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004686056,0.000213062,0.0002060968,0.0002998447,0.000237679,0.0007257987,0.0003522421,0.0003341431,0.003137186],"category_scores_gemma":[0.001167456,0.0001262773,0.0003542415,0.0006899504,0.0003944585,0.001304432,0.0004471214,0.0002471365,0.0001760293],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001220731,"about_ca_system_score_gemma":0.000709135,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01473194,"about_ca_topic_score_gemma":0.02212969,"domain_scores_codex":[0.9998272,0.00005564488,0.000005524148,0.00003560718,0.00003177999,0.00004423819],"domain_scores_gemma":[0.9992697,0.0003645227,0.0000657113,0.00006839746,0.0001905442,0.00004106085],"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":[0.002635376,0.0008766818,0.1333644,0.0001555806,0.000239663,0.0004364527,0.0007742417,0.7737145,0.01618879,0.01938492,0.0008034211,0.05142607],"study_design_scores_gemma":[0.00009821329,0.002097021,0.141495,0.00003044227,0.0003534745,0.0001255899,0.006057781,0.8075248,0.0200765,0.01651946,0.005502509,0.0001191124],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973848,0.00001606457,0.0005419282,0.00002310751,0.00000211744,0.000003447074,0.00005089966,0.000005664224,0.001971953],"genre_scores_gemma":[0.9993473,0.00001054699,0.000136239,0.000001976855,4.370569e-7,0.000002317311,0.00004072121,0.00000189619,0.0004586533],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01473194,"threshold_uncertainty_score":0.0292924,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3157108534","doi":"10.1016/j.spc.2021.04.010","title":"Analyzing sentiments and attitudes toward carbon taxation in Europe, USA, South Africa, Canada and Australia","year":2021,"lang":"en","type":"article","venue":"Sustainable Production and Consumption","topic":"Climate Change Communication and Perception","field":"Social Sciences","cited_by":41,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"Yanshan University; Department of Education of Hebei Province; China Postdoctoral Science Foundation","keywords":"Government (linguistics); Perception; Sample (material); Public economics; Cluster (spacecraft); Negative correlation; Political science; Economics; Psychology; Medicine","authors":[{"name":"Yaming Zhang","is_ca":false},{"name":"Majed Abbas","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.22347199526235,"gpt":0.3780363008538442,"spread":0.1545643055914941,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005122474,0.0000787976,0.0001189156,0.000527671,0.0009338418,0.001012511,0.0001222339,0.0002161861,0.001122443],"category_scores_gemma":[0.002179151,0.00006570768,0.0001664111,0.001058848,0.0003986054,0.000316265,0.0004672321,0.0005362721,0.0001003413],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002316718,"about_ca_system_score_gemma":0.001921452,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6218519,"about_ca_topic_score_gemma":0.7323018,"domain_scores_codex":[0.9998165,0.00003162948,0.000006557415,0.0000158268,0.00006421063,0.00006525814],"domain_scores_gemma":[0.9987249,0.0002556416,0.0002517723,0.00002202662,0.0004665048,0.0002791648],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001804006,0.00009264942,0.9501005,0.0000425977,0.00006733854,0.0001625372,0.02892343,0.0002427791,0.001372391,0.000977154,0.00198689,0.01585126],"study_design_scores_gemma":[0.000001334661,0.00001141192,0.9815109,0.00001216489,0.00001129384,0.00001268922,0.01614329,0.0001781875,0.000106766,0.00003517784,0.001972598,0.000004142024],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979729,0.00003016508,0.00001423732,0.0001091126,0.000002264751,0.000002125255,0.00005966002,4.439937e-7,0.00180916],"genre_scores_gemma":[0.9983637,0.00008699083,0.00002803147,0.00004858452,0.000002439199,0.00000246694,0.00008871621,0.000001103087,0.001378068],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3781481,"threshold_uncertainty_score":0.7607501,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4283686939","doi":"10.1016/j.spc.2022.06.017","title":"Water allocation using ecological and agricultural value of water","year":2022,"lang":"en","type":"article","venue":"Sustainable Production and Consumption","topic":"Land Use and Ecosystem Services","field":"Environmental Science","cited_by":40,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Manitoba","funders":"","keywords":"Value (mathematics); Agriculture; Environmental science; Ecology; Water resource management; Natural resource economics; Environmental engineering; Economics; Environmental economics; Mathematics; Biology; Statistics","authors":[{"name":"Amir Hatamkhani","is_ca":false},{"name":"Ali Moridi","is_ca":false},{"name":"Masoud Asadzadeh","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01050879495791421,"gpt":0.2096553345346976,"spread":0.1991465395767834,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000795554,0.0002157138,0.0002945089,0.0008111166,0.000219221,0.001724262,0.0003930027,0.0004334189,0.004331264],"category_scores_gemma":[0.003680486,0.0001984226,0.0003393363,0.001118157,0.0005503401,0.001226339,0.000539813,0.000262801,0.0003119736],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001252991,"about_ca_system_score_gemma":0.0005583815,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005297848,"about_ca_topic_score_gemma":0.0133472,"domain_scores_codex":[0.999563,0.0001912684,0.00001995164,0.00008266918,0.00006472196,0.00007839361],"domain_scores_gemma":[0.9991615,0.0004801729,0.0000781179,0.00007055231,0.0001230067,0.00008665313],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001474137,0.0004455872,0.3884905,0.0002558399,0.0007631108,0.0002733125,0.0009136049,0.3003084,0.05164395,0.0736858,0.00149787,0.1802479],"study_design_scores_gemma":[0.00005609291,0.0002843144,0.3581103,0.0000563493,0.0002759959,0.000252148,0.001403641,0.5323225,0.01222695,0.09061518,0.004319475,0.00007709811],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9720488,0.0001580643,0.01599801,0.0001859749,0.00001876418,0.00002235884,0.0001580786,0.0000231445,0.01138675],"genre_scores_gemma":[0.9979366,0.00002331521,0.0009601524,0.00001066811,0.000003874427,0.000005028342,0.00002261592,0.00001018352,0.001027468],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005297848,"threshold_uncertainty_score":0.01448953,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4383678334","doi":"10.1016/j.spc.2023.07.006","title":"A novel two-stage multi-objective optimization model for sustainable soybean supply chain design under uncertainty","year":2023,"lang":"en","type":"article","venue":"Sustainable Production and Consumption","topic":"Sustainable Supply Chain Management","field":"Business, Management and Accounting","cited_by":36,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Toronto Metropolitan University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Sustainability; Supply chain; Mathematical optimization; Maximization; Multi-objective optimization; Profit maximization; Pareto principle; Computer science; Profit (economics); Environmental economics; Operations research; Economics; Business; Mathematics; Microeconomics; Marketing","authors":[{"name":"Ebrahim Sharifi","is_ca":true},{"name":"Liping Fang","is_ca":true},{"name":"Saman Hassanzadeh Amin","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04427701310424306,"gpt":0.2714477562904504,"spread":0.2271707431862074,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001337555,0.00136657,0.001990983,0.000807157,0.0007468057,0.002055275,0.002039926,0.003038759,0.004974538],"category_scores_gemma":[0.001355181,0.001229806,0.00142947,0.00100779,0.0006581647,0.001354992,0.001591615,0.001314364,0.0003804697],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001391801,"about_ca_system_score_gemma":0.00264445,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01761247,"about_ca_topic_score_gemma":0.01398668,"domain_scores_codex":[0.9994229,0.0001655303,0.0000251168,0.0001259318,0.0001354226,0.0001250374],"domain_scores_gemma":[0.9994957,0.0002703566,0.0000678357,0.00001607911,0.0001061105,0.00004390278],"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":[0.00001969632,0.00001451311,0.00009955137,0.0000313701,0.00001217185,0.00003205133,0.00001039581,0.9967279,0.0003390377,0.0008301029,0.00009018159,0.00179294],"study_design_scores_gemma":[0.000006467386,0.00001735157,0.00003763325,0.000002567659,0.000005668689,0.000002971817,0.000003585479,0.9994886,0.00005982036,0.0002687972,0.0001036468,0.000002758047],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0553487,0.000664033,0.9284739,0.0004181917,0.0001125826,0.0002086416,0.0003655039,0.0003440079,0.01406442],"genre_scores_gemma":[0.9088653,0.0004790287,0.07875443,0.0001197571,0.00004323283,0.0004930373,0.0003335973,0.00007219314,0.01083944],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01761247,"threshold_uncertainty_score":0.03501993,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4313596590","doi":"10.1016/j.spc.2022.12.021","title":"Life cycle sustainability assessment outlook of plant-based protein processing and product formulations","year":2023,"lang":"en","type":"article","venue":"Sustainable Production and Consumption","topic":"Agriculture Sustainability and Environmental Impact","field":"Environmental Science","cited_by":35,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"National Research Council Canada; McGill University","funders":"National Research Council Canada","keywords":"Life-cycle assessment; Sustainability; Product (mathematics); Popularity; Stakeholder; Environmental impact assessment; Production (economics); Environmental economics; Consumption (sociology); Engineering; Economics; Social science; Political science","authors":[{"name":"Derrick Kpakpo Allotey","is_ca":true},{"name":"Ebenezer Miezah Kwofie","is_ca":true},{"name":"Peter Adewale","is_ca":true},{"name":"Edmond Lam","is_ca":true},{"name":"Michael Ngadi","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01078795518273777,"gpt":0.2559060218618446,"spread":0.2451180666791068,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008444167,0.0005763829,0.0002717818,0.0006039672,0.0002935866,0.0006691215,0.0002721032,0.0006112657,0.00360146],"category_scores_gemma":[0.0004244749,0.0001369968,0.0008230657,0.0006408793,0.0001226083,0.0006470556,0.0002992361,0.0003615732,0.0007744742],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001930855,"about_ca_system_score_gemma":0.0006720972,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004185264,"about_ca_topic_score_gemma":0.006012734,"domain_scores_codex":[0.9998223,0.00004145627,0.000007125084,0.00002580413,0.00006371897,0.00003951532],"domain_scores_gemma":[0.999782,0.00003518646,0.00003712634,0.000009482056,0.0001152861,0.00002093847],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.004965031,0.0007712614,0.02354988,0.001619552,0.0003592008,0.0007069242,0.0001742345,0.2865806,0.408834,0.008614072,0.009211795,0.2546135],"study_design_scores_gemma":[0.0001987774,0.008143037,0.06736731,0.0004845256,0.0005280282,0.0004286891,0.0008141484,0.345516,0.4504015,0.01570959,0.1102465,0.0001618904],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9345096,0.006309029,0.01655708,0.000727567,0.00006741472,0.0001989798,0.008771146,0.0002191161,0.03264007],"genre_scores_gemma":[0.9730171,0.003861224,0.007541453,0.0001430182,0.00001217812,0.0001507088,0.005389309,0.00005655285,0.009828524],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004185264,"threshold_uncertainty_score":0.01400936,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4407849345","doi":"10.1016/j.spc.2025.02.017","title":"A comprehensive review of life cycle assessments of direct air capture and carbon dioxide storage","year":2025,"lang":"en","type":"review","venue":"Sustainable Production and Consumption","topic":"Carbon Dioxide Capture Technologies","field":"Engineering","cited_by":33,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Institut National de la Recherche Scientifique; York University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Carbon dioxide; Life-cycle assessment; Environmental science; Process engineering; Waste management; Engineering; Chemistry; Economics; Organic chemistry","authors":[{"name":"Victor Eke","is_ca":true},{"name":"Tanay Sahu","is_ca":true},{"name":"Kulbir Kaur Ghuman","is_ca":true},{"name":"Marina Freire-Gormaly","is_ca":true},{"name":"Paul G. O’Brien","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01558811232234214,"gpt":0.2822340517517011,"spread":0.2666459394293589,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002756158,0.002269124,0.001887069,0.005732312,0.0003947047,0.001898207,0.001364682,0.00128443,0.006359854],"category_scores_gemma":[0.004693168,0.0008933209,0.002271087,0.006064773,0.0003788997,0.002645887,0.0008505377,0.0006379447,0.001535531],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001956553,"about_ca_system_score_gemma":0.004808324,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005276657,"about_ca_topic_score_gemma":0.007861495,"domain_scores_codex":[0.9978301,0.0005245995,0.0003908559,0.0002486197,0.0009046943,0.0001010282],"domain_scores_gemma":[0.9952418,0.002180931,0.0008089487,0.0001628541,0.001536686,0.00006892956],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000271401,0.00009099869,0.001810239,0.1437397,0.001054178,0.0002161601,0.0001276117,0.0173542,0.009870757,0.003573402,0.03000342,0.791888],"study_design_scores_gemma":[0.00003636238,0.001114137,0.008431785,0.03432973,0.002678112,0.0005524242,0.000301086,0.00393535,0.0157684,0.003831915,0.928818,0.0002025854],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.005516297,0.9747096,0.006364978,0.0004659905,0.000357017,0.0001769531,0.003305326,0.000150116,0.008953764],"genre_scores_gemma":[0.02111505,0.9691235,0.004450954,0.0003936228,0.000146935,0.0002041625,0.002146904,0.0000557789,0.002363146],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.006359854,"threshold_uncertainty_score":0.02127582,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4404258888","doi":"10.1016/j.spc.2024.10.024","title":"The impact of influencers on sustainable consumption: A systematic literature review","year":2024,"lang":"en","type":"article","venue":"Sustainable Production and Consumption","topic":"Digital Marketing and Social Media","field":"Social Sciences","cited_by":29,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Influencer marketing; Sustainable consumption; Consumption (sociology); Economics; Environmental economics; Business; Sociology; Marketing; Social science; Production (economics); Microeconomics","authors":[{"name":"Ana Cristina Munaro","is_ca":false},{"name":"Renato Hübner Barcelos","is_ca":true},{"name":"Eliane Cristine Francisco Maffezzolli","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01324412996264196,"gpt":0.3292234788326869,"spread":0.315979348870045,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0136501,0.001110874,0.004963371,0.01754331,0.0008008506,0.004216799,0.001417513,0.002419723,0.004409634],"category_scores_gemma":[0.05686293,0.001235776,0.006883843,0.01675646,0.001577045,0.00386077,0.002309612,0.00159189,0.000311341],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002885767,"about_ca_system_score_gemma":0.01380425,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01139117,"about_ca_topic_score_gemma":0.04526083,"domain_scores_codex":[0.9904861,0.003192961,0.00340774,0.0008938567,0.001703349,0.0003159797],"domain_scores_gemma":[0.9263975,0.06100884,0.007570747,0.000736448,0.003583234,0.0007032348],"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":[0.0002714312,0.00007866652,0.01060434,0.8872147,0.01362878,0.0002059127,0.001120538,0.0001142364,0.0001572769,0.000609165,0.001522675,0.08447229],"study_design_scores_gemma":[0.0001645774,0.0002163919,0.0267347,0.863811,0.08103359,0.000604865,0.002385316,0.0001157882,0.0002220574,0.000723024,0.02390811,0.00008063242],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.004088321,0.994437,0.000106099,0.0002882,0.00009191232,0.0001294948,0.0004269739,0.000004036236,0.0004279818],"genre_scores_gemma":[0.04034999,0.9579067,0.0005773478,0.0005042409,0.0001016876,0.0002156334,0.0002454823,0.000006662957,0.00009235089],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01754331,"threshold_uncertainty_score":0.07218951,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2809415840","doi":"10.1016/j.spc.2018.05.008","title":"An integrated fuzzy MCDM approach to improve sustainable consumption and production trends in supply chain","year":2018,"lang":"en","type":"article","venue":"Sustainable Production and Consumption","topic":"Sustainable Supply Chain Management","field":"Business, Management and Accounting","cited_by":28,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Regina","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Supply chain; Process management; Production (economics); Dimension (graph theory); Key (lock); Fuzzy logic; Consumption (sociology); Process (computing); Rank (graph theory); Business; Supply chain management; Supply chain network; Industrial organization; Computer science; Risk analysis (engineering); Marketing; Economics; Microeconomics; Mathematics","authors":[{"name":"Aydin M. Torkabadi","is_ca":true},{"name":"Ehsan Pourjavad","is_ca":true},{"name":"René V. Mayorga","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01334745029767024,"gpt":0.2432285586723854,"spread":0.2298811083747152,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001303257,0.0003725526,0.000668594,0.001527656,0.0005879861,0.001132485,0.0008004157,0.0006146199,0.001702308],"category_scores_gemma":[0.00246589,0.0003349191,0.0007510519,0.001917963,0.0002343536,0.001147262,0.0007453266,0.0005322704,0.0001097643],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001187382,"about_ca_system_score_gemma":0.001519816,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01608662,"about_ca_topic_score_gemma":0.02674079,"domain_scores_codex":[0.9992305,0.0002128406,0.00004713633,0.00008730832,0.0003670671,0.00005510175],"domain_scores_gemma":[0.9994171,0.0002222248,0.00003980762,0.00003325721,0.000266825,0.00002074917],"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":[0.0001424163,0.0002953359,0.0041449,0.000287448,0.0002908203,0.0001323276,0.0003584427,0.6662269,0.006661772,0.02821916,0.001764957,0.2914756],"study_design_scores_gemma":[0.000008873461,0.00002634406,0.0005916544,0.00001285013,0.00003899289,0.00001253903,0.00005499807,0.9920096,0.000878787,0.005279814,0.001076997,0.000008611451],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04685787,0.0002430705,0.9472947,0.0001820174,0.00005127395,0.00009975336,0.0001551226,0.0001891548,0.004926935],"genre_scores_gemma":[0.5708733,0.0001625358,0.4269183,0.00004839918,0.00001895681,0.000112787,0.0001403355,0.00002475695,0.001700511],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01608662,"threshold_uncertainty_score":0.03198594,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4385973396","doi":"10.1016/j.spc.2023.08.009","title":"Toward automated life cycle assessment for additive manufacturing: A systematic review of influential parameters and framework design","year":2023,"lang":"en","type":"review","venue":"Sustainable Production and Consumption","topic":"Additive Manufacturing and 3D Printing Technologies","field":"Engineering","cited_by":28,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University; University of Guelph","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Life-cycle assessment; Sustainability; Supply chain; Process (computing); Environmental impact assessment; Production (economics); Product (mathematics); Manufacturing engineering; Work (physics); Risk analysis (engineering); Engineering; Sustainable design; Cleaner production; Selection (genetic algorithm); Computer science; Systems engineering; Business; Artificial intelligence; Municipal solid waste","authors":[{"name":"Ahmed Naser","is_ca":true},{"name":"Fantahun M. Defersha","is_ca":true},{"name":"Eujin Pei","is_ca":false},{"name":"Yaoyao Fiona Zhao","is_ca":true},{"name":"Sheng Yang","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05451774040007003,"gpt":0.3248858051922832,"spread":0.2703680647922131,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02578253,0.00228992,0.008978578,0.01774537,0.0007032402,0.004781987,0.003429218,0.001875533,0.003247652],"category_scores_gemma":[0.05447681,0.001217258,0.008406865,0.01361565,0.001410828,0.004168668,0.002279583,0.001704438,0.0003763257],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004069088,"about_ca_system_score_gemma":0.0197936,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0124402,"about_ca_topic_score_gemma":0.02998411,"domain_scores_codex":[0.9889883,0.003731813,0.00344866,0.001013749,0.002639254,0.0001782096],"domain_scores_gemma":[0.9530026,0.03497573,0.006173348,0.001002808,0.004580683,0.0002647807],"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":[0.0001438066,0.00006431023,0.001112036,0.6409472,0.006002859,0.00007885709,0.0003363018,0.001809339,0.000528681,0.003201496,0.002208677,0.3435666],"study_design_scores_gemma":[0.0002168876,0.0005250911,0.005337405,0.7632236,0.07525338,0.0004623804,0.0007496923,0.001933049,0.001455968,0.006783477,0.1438433,0.0002156588],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0006519448,0.996196,0.001936582,0.0002043831,0.00004627742,0.0002662107,0.0003612422,0.00001998504,0.0003173655],"genre_scores_gemma":[0.01197903,0.9771661,0.009629774,0.00028644,0.00003919094,0.0004362542,0.0003368672,0.00001546033,0.0001109427],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02578253,"threshold_uncertainty_score":0.1363527,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3165358214","doi":"10.1016/j.spc.2021.05.018","title":"Do responses to the COVID-19 pandemic anticipate a long-lasting shift towards peer-to-peer production or degrowth?","year":2021,"lang":"en","type":"article","venue":"Sustainable Production and Consumption","topic":"Innovation and Socioeconomic Development","field":"Business, Management and Accounting","cited_by":28,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University","funders":"McGill University","keywords":"Degrowth; Coronavirus disease 2019 (COVID-19); Pandemic; Production (economics); 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Peer production; Peer-to-peer; Economics; Virology; Medicine; Biology; Computer science; Ecology; Microeconomics; Management; Sustainability; Internal medicine","authors":[{"name":"Lewis Dartnell","is_ca":false},{"name":"Kaitlin Kish","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.08503994920909835,"gpt":0.3269012387103921,"spread":0.2418612895012937,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005555127,0.0003541949,0.0003604077,0.000652034,0.002696248,0.006461946,0.001461203,0.007111244,0.02832645],"category_scores_gemma":[0.0216762,0.0002313359,0.0002772556,0.0007813266,0.003005293,0.008499505,0.004261819,0.008003699,0.005572631],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002563063,"about_ca_system_score_gemma":0.008363285,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01468661,"about_ca_topic_score_gemma":0.02341461,"domain_scores_codex":[0.9953767,0.001007931,0.0001449917,0.0003274392,0.0008915535,0.002251267],"domain_scores_gemma":[0.9884542,0.001497089,0.002149717,0.0004078038,0.002276454,0.00521485],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0006221343,0.0007304894,0.124504,0.0007274992,0.0001153378,0.00206526,0.0239699,0.0009245468,0.002709091,0.1567841,0.5128866,0.1739611],"study_design_scores_gemma":[0.00006780637,0.0003660131,0.1246976,0.001046956,0.00002268235,0.0006941606,0.07758536,0.0009213858,0.0005884044,0.05296841,0.7408665,0.0001745982],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1117862,0.003371917,0.00145514,0.7892223,0.00772827,0.00008964175,0.001305351,0.0001668726,0.08487439],"genre_scores_gemma":[0.8363246,0.006804488,0.001316147,0.1340333,0.00497227,0.0001416407,0.0009293566,0.0001699667,0.0153083],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02832645,"threshold_uncertainty_score":0.09476143,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4389720490","doi":"10.1016/j.spc.2023.12.013","title":"Promoting a sustainable diet through carbon labeling of food: Insights from young consumers in the Americas","year":2023,"lang":"en","type":"article","venue":"Sustainable Production and Consumption","topic":"Agriculture Sustainability and Environmental Impact","field":"Environmental Science","cited_by":26,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Brock University","funders":"Brock University","keywords":"Greenhouse gas; CLARITY; Carbon footprint; Preference; Order (exchange); Consumption (sociology); Business; Marketing; Climate change; Food systems; Confusion; Natural resource economics; Psychology; Environmental economics; Geography; Economics; Sociology; Agriculture; Ecology; Chemistry; Food security","authors":[{"name":"Sebastian Roa-Goyes","is_ca":true},{"name":"Gary J. Pickering","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01357322879681447,"gpt":0.2394963612168474,"spread":0.2259231324200329,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001429876,0.0001332171,0.000165215,0.0003531865,0.003141899,0.002483998,0.0002635992,0.0008774992,0.001915394],"category_scores_gemma":[0.001526973,0.0001774798,0.0001530315,0.0004736615,0.001673595,0.001070251,0.0009914695,0.001692443,0.0001662425],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001603833,"about_ca_system_score_gemma":0.00239779,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04984869,"about_ca_topic_score_gemma":0.1628918,"domain_scores_codex":[0.9997182,0.0000996917,0.000006277061,0.00003053909,0.00005739321,0.00008774426],"domain_scores_gemma":[0.9987196,0.0005244521,0.0001512762,0.0000233888,0.0002616592,0.0003196447],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0001990665,0.0007712863,0.3451813,0.0002338151,0.00004476496,0.00189969,0.5344622,0.0001287315,0.005631677,0.01108573,0.007072421,0.09328931],"study_design_scores_gemma":[0.00001462161,0.0001757567,0.2279949,0.0002871428,0.0000417403,0.0004715943,0.7039973,0.0001963278,0.001039873,0.002980571,0.06276257,0.00003770914],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9799134,0.0008358489,0.0001928803,0.004767431,0.00003575235,0.0000132591,0.00003854803,0.000002629779,0.01420032],"genre_scores_gemma":[0.9919904,0.001555702,0.0003112683,0.001943188,0.00001282741,0.000007425466,0.0000291376,0.000005276392,0.004144827],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04984869,"threshold_uncertainty_score":0.09911704,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4382404816","doi":"10.1016/j.spc.2023.06.021","title":"Decarbonizing the lime-based construction materials industry: A practical guide for cradle-to-gate life-cycle inventory","year":2023,"lang":"en","type":"article","venue":"Sustainable Production and Consumption","topic":"Concrete and Cement Materials Research","field":"Engineering","cited_by":23,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"H2020 Marie Skłodowska-Curie Actions; Horizon 2020; University of Prince Edward Island; European Commission","keywords":"Kiln; Waste management; Calcination; Life-cycle assessment; Life cycle inventory; Raw material; Combustion; Rotary kiln; Process engineering; Environmental science; Lime; Carbon fibers; Engineering; Carbonization; Production (economics); Computer science; Materials science; Chemistry","authors":[{"name":"Agustin Laveglia","is_ca":false},{"name":"Neven Ukrainczyk","is_ca":false},{"name":"Nele De Belie","is_ca":false},{"name":"Eduardus Koenders","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03707516128045608,"gpt":0.3069383207129381,"spread":0.269863159432482,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00181395,0.002053989,0.0008999727,0.002849285,0.001488028,0.003760135,0.002836341,0.001651689,0.02714219],"category_scores_gemma":[0.003249999,0.001448064,0.001040117,0.002458915,0.001194221,0.005492147,0.001932913,0.003372523,0.01916674],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003012693,"about_ca_system_score_gemma":0.007947854,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01349096,"about_ca_topic_score_gemma":0.04231355,"domain_scores_codex":[0.9988694,0.0002015283,0.0001001387,0.00007987097,0.000682732,0.00006628708],"domain_scores_gemma":[0.9986997,0.0003144605,0.00006448734,0.0001966694,0.0006489146,0.00007565991],"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":[0.0000891868,0.0004777435,0.001329428,0.00105761,0.00002809847,0.0003025472,0.000391592,0.01531678,0.009385185,0.07687792,0.267134,0.62761],"study_design_scores_gemma":[0.00004554692,0.0001914005,0.001572627,0.0006402083,0.00001983632,0.0002791274,0.0005641675,0.01899855,0.009897474,0.09279973,0.874886,0.0001053752],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.005609843,0.01514775,0.6533477,0.0158444,0.002098361,0.002782275,0.008993507,0.01427005,0.2819062],"genre_scores_gemma":[0.0317938,0.02432794,0.8020507,0.002317308,0.0002881446,0.001422056,0.003341519,0.001455873,0.1330027],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.02714219,"threshold_uncertainty_score":0.09079969,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4404298439","doi":"10.1016/j.spc.2024.11.010","title":"A review of life cycle impacts and costs of precision agriculture for cultivation of field crops","year":2024,"lang":"en","type":"review","venue":"Sustainable Production and Consumption","topic":"Smart Agriculture and AI","field":"Agricultural and Biological Sciences","cited_by":22,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia, Okanagan Campus","funders":"","keywords":"Agriculture; Field (mathematics); Life-cycle assessment; Agricultural engineering; Environmental science; Agricultural economics; Economics; Engineering; Mathematics; Production (economics); Geography; Macroeconomics","authors":[{"name":"Sofia Bahmutsky","is_ca":true},{"name":"Florian Grassauer","is_ca":true},{"name":"Vivek Arulnathan","is_ca":true},{"name":"Nathan Pelletier","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02638934829046882,"gpt":0.3011936950738239,"spread":0.2748043467833551,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005291033,0.001231052,0.003453456,0.007488384,0.0004338907,0.002484665,0.001320793,0.001299673,0.005654957],"category_scores_gemma":[0.02180008,0.0007511395,0.008203483,0.009952676,0.000478121,0.002339486,0.0009857443,0.001249053,0.0004416523],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004497919,"about_ca_system_score_gemma":0.007886558,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009552098,"about_ca_topic_score_gemma":0.02305342,"domain_scores_codex":[0.99446,0.001606646,0.001405895,0.0003913992,0.001967006,0.0001691688],"domain_scores_gemma":[0.9790077,0.01493815,0.003430781,0.0003575415,0.002119161,0.0001466542],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00034715,0.00003774574,0.0009868656,0.7234032,0.005804459,0.0001994445,0.0001013913,0.001264243,0.0008718012,0.002208538,0.005866254,0.258909],"study_design_scores_gemma":[0.0001811433,0.0008362763,0.02104897,0.6080552,0.05235044,0.001688032,0.0003873886,0.000588576,0.001526916,0.003791848,0.3094327,0.0001124564],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0009898207,0.9965386,0.0003709145,0.0002741873,0.000129239,0.00007237923,0.0007045877,0.00001182283,0.0009084149],"genre_scores_gemma":[0.01044439,0.9874656,0.0009983705,0.000279337,0.00006515205,0.0001366686,0.000331394,0.000006834492,0.0002723293],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.009552098,"threshold_uncertainty_score":0.03263479,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4392059571","doi":"10.1016/j.spc.2024.02.023","title":"A review of life cycle impacts of different pathways for converting food waste into livestock feed","year":2024,"lang":"en","type":"review","venue":"Sustainable Production and Consumption","topic":"Food Waste Reduction and Sustainability","field":"Agricultural and Biological Sciences","cited_by":20,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia, Okanagan Campus; Okanagan University College; University of British Columbia","funders":"Egg Farmers of Canada","keywords":"Life-cycle assessment; Livestock; Context (archaeology); Scrutiny; Food waste; Scale (ratio); Environmental impact assessment; Business; Environmental economics; Production (economics); Environmental science; Environmental planning; Environmental resource management; Engineering; Waste management; Geography; Political science; Economics; Biology; Ecology","authors":[{"name":"Shaiyan Siddique","is_ca":true},{"name":"Florian Grassauer","is_ca":true},{"name":"Vivek Arulnathan","is_ca":true},{"name":"Rehan Sadiq","is_ca":true},{"name":"Nathan Pelletier","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04143570572631283,"gpt":0.2890874461495374,"spread":0.2476517404232245,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001888281,0.001545598,0.002339767,0.006520871,0.0004697111,0.00195705,0.001168408,0.00116024,0.004738105],"category_scores_gemma":[0.00404102,0.0006696057,0.003306364,0.008008462,0.0004604516,0.002270772,0.0007370056,0.0008747551,0.0009083179],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001455297,"about_ca_system_score_gemma":0.004615174,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00380332,"about_ca_topic_score_gemma":0.00791687,"domain_scores_codex":[0.9984621,0.0003132506,0.0004726813,0.0002411679,0.000423206,0.00008759341],"domain_scores_gemma":[0.9965558,0.002111359,0.0006400067,0.00006926084,0.0005701778,0.00005340489],"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":[0.0001958957,0.00008141185,0.0005768252,0.6637309,0.00132185,0.0003856642,0.0002931633,0.001168208,0.004043139,0.002681321,0.007014926,0.3185067],"study_design_scores_gemma":[0.000040079,0.0009217193,0.005913223,0.2283489,0.007799899,0.001556678,0.0006507405,0.0002864944,0.005147097,0.001956363,0.7472777,0.0001010766],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00073228,0.9976943,0.0002230686,0.000109023,0.0001022951,0.00003298635,0.0002236261,0.000006686761,0.0008757573],"genre_scores_gemma":[0.002738068,0.9962464,0.00044276,0.0001094759,0.00002687299,0.00003108288,0.000142091,0.000003254622,0.0002599254],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.006520871,"threshold_uncertainty_score":0.01585048,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4401191256","doi":"10.1016/j.spc.2024.07.025","title":"Low-carbon transition risks in the energy sector: A systematic review","year":2024,"lang":"en","type":"review","venue":"Sustainable Production and Consumption","topic":"Global Energy and Sustainability Research","field":"Energy","cited_by":19,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Innovation Cluster (Canada)","funders":"National Office for Philosophy and Social Sciences","keywords":"Carbon fibers; Energy transition; Transition (genetics); Energy sector; Natural resource economics; Economics; Environmental science; Materials science; Chemistry; Medicine","authors":[{"name":"Jie Sun","is_ca":false},{"name":"Yingkui Yang","is_ca":true},{"name":"Peng Zhou","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0473803804891014,"gpt":0.3372439125423149,"spread":0.2898635320532135,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005277155,0.001463464,0.005022024,0.007689357,0.0004530717,0.003024786,0.001672117,0.002347121,0.004418695],"category_scores_gemma":[0.02376239,0.0008476105,0.006422903,0.008362233,0.0008473086,0.002800621,0.001949558,0.001722425,0.0002921422],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003027753,"about_ca_system_score_gemma":0.01122966,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0107692,"about_ca_topic_score_gemma":0.03662717,"domain_scores_codex":[0.9966118,0.000942745,0.001136052,0.000378043,0.0007656536,0.000165658],"domain_scores_gemma":[0.9853916,0.01098094,0.002438466,0.0001753659,0.000818134,0.0001954712],"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":[0.0001825683,0.00003218001,0.001298152,0.9029035,0.008870844,0.0001343943,0.0002038097,0.0002434247,0.0001370704,0.0006133322,0.002213996,0.08316673],"study_design_scores_gemma":[0.0001512358,0.0001310724,0.005313715,0.8979954,0.05852363,0.0004581914,0.000542628,0.0001010524,0.0001656599,0.001079685,0.03547401,0.00006382872],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000404541,0.9990368,0.00007545318,0.0001303136,0.00005376662,0.00004721077,0.0001391262,0.000002532877,0.000110421],"genre_scores_gemma":[0.004877547,0.9945391,0.0001654114,0.0002318639,0.00003358924,0.00004988414,0.00006142962,0.000001433739,0.00003969781],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.0107692,"threshold_uncertainty_score":0.02790862,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4312082621","doi":"10.1016/j.spc.2022.12.005","title":"Integrated performance assessment of urban water systems: Identification and prioritization of one water approach indicators","year":2022,"lang":"en","type":"article","venue":"Sustainable Production and Consumption","topic":"Water resources management and optimization","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Okanagan University College; University of British Columbia, Okanagan Campus; University of British Columbia","funders":"Natural Resources Canada; Natural Sciences and Engineering Research Council of Canada","keywords":"TOPSIS; Sustainability; Analytic hierarchy process; Performance indicator; Multiple-criteria decision analysis; Reliability (semiconductor); Prioritization; Environmental economics; Water resources; Environmental resource management; Environmental science; Engineering; Business; Operations research; Management science","authors":[{"name":"Sarin Raj Pokhrel","is_ca":true},{"name":"Gyan Chhipi‐Shrestha","is_ca":true},{"name":"Haroon R. Mian","is_ca":true},{"name":"Kasun Hewage","is_ca":true},{"name":"Rehan Sadiq","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.008015107735430245,"gpt":0.1918235684781304,"spread":0.1838084607427001,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00429215,0.001178986,0.001243895,0.005716587,0.0004526892,0.003228179,0.0007444368,0.000696855,0.001033283],"category_scores_gemma":[0.006352181,0.0003026893,0.0008217116,0.004445137,0.0007183271,0.001830837,0.002290655,0.0007123286,0.000145858],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001850281,"about_ca_system_score_gemma":0.0023963,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005686452,"about_ca_topic_score_gemma":0.006530414,"domain_scores_codex":[0.9956788,0.001384937,0.0001987615,0.0003941087,0.00187058,0.0004726685],"domain_scores_gemma":[0.9968603,0.000894224,0.0007125634,0.00022198,0.001134976,0.0001760564],"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":[0.001057131,0.001163615,0.1158509,0.0007869722,0.0007722242,0.0001365111,0.0008327245,0.4785163,0.02860581,0.02078683,0.001768555,0.3497225],"study_design_scores_gemma":[0.00006022386,0.001469319,0.06841602,0.0001258964,0.0004080883,0.00008225341,0.001153076,0.8707176,0.03828275,0.01540879,0.003759369,0.0001166826],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6070288,0.0005123977,0.3764517,0.0002909897,0.00003641934,0.0003772112,0.000793656,0.0003744779,0.01413427],"genre_scores_gemma":[0.9549864,0.0001563331,0.04354473,0.00001702829,0.000008426362,0.00008211654,0.0003804831,0.00003931617,0.000785263],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005716587,"threshold_uncertainty_score":0.0226993,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4323566676","doi":"10.1016/j.spc.2023.02.020","title":"The sustainability of Jatropha biodiesel production in Southwest China","year":2023,"lang":"en","type":"article","venue":"Sustainable Production and Consumption","topic":"Sustainable Development and Environmental Policy","field":"Environmental Science","cited_by":15,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"National Natural Science Foundation of China; International Development Research Centre; Asian Development Bank","keywords":"Jatropha; Biodiesel; Sustainability; Biodiesel production; Biofuel; China; Production (economics); Investment (military); Sustainable development; Business; Natural resource economics; Environmental economics; Economics; Environmental science; Engineering; Waste management; Geography; Political science; Ecology","authors":[{"name":"Zhihan Zhang","is_ca":false},{"name":"Mingyi Zhu","is_ca":false},{"name":"Zanxin Wang","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.008992937195502872,"gpt":0.2339110732163963,"spread":0.2249181360208935,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003996748,0.0002925659,0.0001952648,0.001551907,0.000951687,0.0009762006,0.0002907521,0.0002245778,0.000480906],"category_scores_gemma":[0.0002862975,0.0001608922,0.0003070669,0.002279003,0.0005093534,0.0003944515,0.0006609777,0.0001469009,0.00004766301],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003181797,"about_ca_system_score_gemma":0.003599671,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1181523,"about_ca_topic_score_gemma":0.1881832,"domain_scores_codex":[0.9998234,0.00002359561,0.00001941265,0.00003081339,0.00003655648,0.00006615515],"domain_scores_gemma":[0.9996978,0.00002969548,0.0001066033,0.00001955983,0.00007310478,0.00007325762],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002141475,0.00008553805,0.9440449,0.0001727313,0.000190397,0.001623099,0.002967819,0.004932646,0.02100489,0.00277298,0.0003731591,0.02161784],"study_design_scores_gemma":[0.000006266172,0.00003722038,0.9927309,0.00001202405,0.00004889037,0.00009052538,0.002322897,0.001704214,0.00113801,0.0003683387,0.001528428,0.00001228363],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991019,0.0001346955,0.00003209365,0.00007352539,8.852318e-7,0.000001425607,0.00006532396,0.000001780252,0.0005884786],"genre_scores_gemma":[0.9993529,0.0001534706,0.00003292952,0.000009067689,0.000001166778,0.000001580739,0.00006903466,6.363404e-7,0.0003791524],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1181523,"threshold_uncertainty_score":0.2349292,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4380737903","doi":"10.1016/j.spc.2023.06.010","title":"Development of a life cycle impact assessment methodology for animal welfare with an application in the poultry industry","year":2023,"lang":"en","type":"article","venue":"Sustainable Production and Consumption","topic":"Animal Behavior and Welfare Studies","field":"Veterinary","cited_by":15,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true},"ca_institutions":"University of Guelph; Okanagan University College; University of British Columbia, Okanagan Campus; University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Animal welfare; Stakeholder; Life-cycle assessment; Welfare; Impact assessment; Business; Environmental impact assessment; Livestock; Risk assessment; Process (computing); Risk analysis (engineering); Environmental resource management; Public economics; Environmental economics; Economics; Computer science; Production (economics); Biology; Political science; Ecology","authors":[{"name":"Ian Turner","is_ca":true},{"name":"Davoud Heidari","is_ca":true},{"name":"Tina M. Widowski","is_ca":true},{"name":"Nathan Pelletier","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1179111146256544,"gpt":0.4239104791303352,"spread":0.3059993645046809,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007610539,0.001940224,0.0007341268,0.006489828,0.0008639898,0.00234708,0.001728199,0.001036286,0.005186577],"category_scores_gemma":[0.01101495,0.0006265273,0.00209812,0.003290763,0.0005902436,0.001888146,0.001868974,0.001533673,0.001197648],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003183512,"about_ca_system_score_gemma":0.004639152,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01081,"about_ca_topic_score_gemma":0.01428534,"domain_scores_codex":[0.9961709,0.001286933,0.0003332755,0.0004877695,0.001572175,0.0001489656],"domain_scores_gemma":[0.993638,0.001782785,0.0008119706,0.000446809,0.003211633,0.0001087906],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001010003,0.0003675562,0.01636001,0.002054395,0.0003374883,0.0004723599,0.001327581,0.2155515,0.0159639,0.04945514,0.009653859,0.6883552],"study_design_scores_gemma":[0.00008898773,0.0008040403,0.01987243,0.001209439,0.0002938639,0.0006226957,0.002108102,0.8099221,0.01665445,0.0624134,0.08569951,0.000310943],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.005332128,0.0002281443,0.9867845,0.0001920702,0.00003974267,0.0009203004,0.0006715542,0.0005985246,0.005232906],"genre_scores_gemma":[0.04772118,0.000341981,0.9485645,0.00006420718,0.00001720818,0.001225101,0.0006855801,0.00008677015,0.001293504],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01081,"threshold_uncertainty_score":0.04024887,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4390238798","doi":"10.1016/j.spc.2023.12.021","title":"Supporting circularity in construction with performance-based deconstruction","year":2023,"lang":"en","type":"article","venue":"Sustainable Production and Consumption","topic":"Recycled Aggregate Concrete Performance","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Concordia University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Deconstruction (building); Reuse; Sustainability; Novelty; Profitability index; Computer science; Management science; Engineering; Process management; Business","authors":[{"name":"Amr S. Allam","is_ca":true},{"name":"Mazdak Nik‐Bakht","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.008234028334502798,"gpt":0.2206114326658478,"spread":0.212377404331345,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01049464,0.0005928458,0.0005974834,0.0008763436,0.002867862,0.005597269,0.002327824,0.00239437,0.01242318],"category_scores_gemma":[0.03595173,0.0005431577,0.0005749648,0.001026095,0.01646402,0.00894185,0.01284031,0.002551602,0.001319953],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002456726,"about_ca_system_score_gemma":0.005683899,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002789469,"about_ca_topic_score_gemma":0.004081629,"domain_scores_codex":[0.9928086,0.003191452,0.0002284541,0.001012757,0.001800236,0.0009585511],"domain_scores_gemma":[0.9674433,0.01648123,0.002092306,0.009568891,0.003633764,0.0007805593],"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":[0.0001126331,0.0001247089,0.001254759,0.00008839838,0.00001341905,0.0000876403,0.001933768,0.01051266,0.001179291,0.9630475,0.001196934,0.02044829],"study_design_scores_gemma":[0.00003754574,0.00007232004,0.0007134544,0.0001124204,0.00001683668,0.00006009155,0.002037036,0.02575139,0.004373517,0.9463246,0.02047023,0.00003050555],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2595951,0.0004888166,0.3875258,0.01371045,0.0002972818,0.0001623196,0.0001054256,0.0004996274,0.3376152],"genre_scores_gemma":[0.9741827,0.0001071952,0.02146093,0.0002623644,0.00002672492,0.00005447902,0.00004331063,0.00005994682,0.003802393],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01242318,"threshold_uncertainty_score":0.05550158,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4289779044","doi":"10.1016/j.spc.2022.07.030","title":"Spatially resolved inventory and emissions modelling for pea and lentil life cycle assessment","year":2022,"lang":"en","type":"article","venue":"Sustainable Production and Consumption","topic":"Agriculture Sustainability and Environmental Impact","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":"Okanagan University College; University of British Columbia, Okanagan Campus; University of British Columbia","funders":"Alberta Agriculture and Forestry","keywords":"Environmental science; Greenhouse gas; Production (economics); Life-cycle assessment; Climate change; Fertilizer; Agriculture; Food security; Tillage; Environmental resource management; Geography; Agronomy; Economics; Ecology","authors":[{"name":"Nicole Bamber","is_ca":true},{"name":"Baishali Dutta","is_ca":true},{"name":"Mohammed Davoud Heidari","is_ca":true},{"name":"Shiva Zargar","is_ca":true},{"name":"Yang Li","is_ca":true},{"name":"Denis Trémorin","is_ca":false},{"name":"Nathan Pelletier","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0161288633450626,"gpt":0.2456084001267995,"spread":0.2294795367817369,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005145876,0.0004617401,0.0003517785,0.0007782443,0.0004197767,0.0009970502,0.001220233,0.0005717101,0.001780548],"category_scores_gemma":[0.0008286266,0.000397692,0.0008780683,0.001384791,0.0003086331,0.0005164443,0.0004069721,0.0004245807,0.000191678],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004757653,"about_ca_system_score_gemma":0.003619198,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.5891658,"about_ca_topic_score_gemma":0.4612547,"domain_scores_codex":[0.9998674,0.00002325112,0.000008312872,0.0000306698,0.00003488311,0.00003534593],"domain_scores_gemma":[0.9997217,0.0000969344,0.00003483142,0.00001939809,0.000107585,0.00001951473],"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":[0.00001501228,0.00001390161,0.004507591,0.00001811706,0.00001721794,0.00003560553,0.00001863009,0.9924319,0.0003906259,0.0005789727,0.0001536956,0.001818712],"study_design_scores_gemma":[0.0000058879,0.000008034493,0.00289137,0.00000362315,0.00000899419,0.000006154587,0.00003020255,0.9958251,0.0002059956,0.0003288045,0.0006783191,0.000007684588],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9130955,0.000445879,0.05596319,0.0001993096,0.00001988882,0.0002386805,0.01408086,0.000407383,0.01554924],"genre_scores_gemma":[0.9773546,0.0002709276,0.01512156,0.00002471233,0.000004877846,0.0001268218,0.00421383,0.00004388626,0.00283876],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5891658,"threshold_uncertainty_score":0.8265073,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4399712446","doi":"10.1016/j.spc.2024.06.008","title":"A multi-perspective input-output model for the energy-water nexus in Kazakhstan","year":2024,"lang":"en","type":"article","venue":"Sustainable Production and Consumption","topic":"Water-Energy-Food Nexus Studies","field":"Environmental Science","cited_by":12,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Regina","funders":"Chinese Academy of Sciences; Natural Sciences and Engineering Research Council of Canada; National Natural Science Foundation of China","keywords":"Nexus (standard); Water-energy nexus; Embodied energy; Environmental economics; Sustainability; Water use; Business; Water supply; Resource (disambiguation); Water energy; Energy consumption; Energy policy; Water resources; Natural resource economics; Environmental resource management; Economics; Environmental science; Engineering; Renewable energy; Environmental engineering; Computer science","authors":[{"name":"James T. Liu","is_ca":false},{"name":"Y.P. Li","is_ca":true},{"name":"Guohe Huang","is_ca":true},{"name":"S.G. Wang","is_ca":false},{"name":"P.P. Wang","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02510677101910714,"gpt":0.2573490694427478,"spread":0.2322422984236406,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006193987,0.0007405659,0.001015882,0.0005135486,0.0009405848,0.002168537,0.001210439,0.001956094,0.006236032],"category_scores_gemma":[0.001368229,0.0005785289,0.0009005531,0.001111047,0.0006464543,0.001252429,0.00134557,0.001311412,0.0004611557],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003057261,"about_ca_system_score_gemma":0.002848075,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1136163,"about_ca_topic_score_gemma":0.08929987,"domain_scores_codex":[0.9996783,0.0001447848,0.00001548228,0.00007509904,0.00002486858,0.00006150972],"domain_scores_gemma":[0.9995471,0.0002783632,0.00004134439,0.00001796298,0.00008077457,0.00003449759],"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":[0.00005494283,0.00002780281,0.001302212,0.00003086858,0.00003701415,0.0001333601,0.00004320585,0.9895127,0.0001775407,0.006948572,0.0004845016,0.00124717],"study_design_scores_gemma":[0.00003546737,0.0000284582,0.001144994,0.0000108609,0.00003388018,0.00001577054,0.0001210859,0.9938301,0.0001150114,0.003678734,0.0009688882,0.00001676819],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8151075,0.001380075,0.1042631,0.005729902,0.0002923266,0.0001640562,0.008826311,0.0007226532,0.06351408],"genre_scores_gemma":[0.989822,0.0001915803,0.003912856,0.00007140517,0.00001852721,0.00007203477,0.000692922,0.00002247494,0.005196184],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1136163,"threshold_uncertainty_score":0.2259099,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4385431704","doi":"10.1016/j.spc.2023.07.028","title":"Multi-scale techno-economic assessment of nitrogen recovery systems for livestock operations","year":2023,"lang":"en","type":"article","venue":"Sustainable Production and Consumption","topic":"Wastewater Treatment and Nitrogen Removal","field":"Environmental Science","cited_by":12,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université Laval","funders":"Junta de Castilla y León; Consejería de Educación, Junta de Castilla y León; Universidad de Salamanca; U.S. Environmental Protection Agency","keywords":"Environmental science; Nutrient pollution; Nitrogen; Eutrophication; Environmental engineering; Greenhouse gas; Waste management; Pollution; Pollutant; Nutrient; Engineering; Chemistry; Ecology","authors":[{"name":"Edgar Martín-Hernández","is_ca":true},{"name":"Clara Montero-Rueda","is_ca":false},{"name":"Gerardo J. Ruiz‐Mercado","is_ca":false},{"name":"Céline Vaneeckhaute","is_ca":true},{"name":"Mariano Martı́n","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01932777487544541,"gpt":0.2693834878336508,"spread":0.2500557129582054,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001408889,0.0007103602,0.0007143939,0.001048209,0.0006260608,0.001264455,0.0008447651,0.001061865,0.001589167],"category_scores_gemma":[0.001182635,0.0002864177,0.001068953,0.001057096,0.0005681571,0.001386317,0.0007201624,0.000537778,0.0001647654],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004130569,"about_ca_system_score_gemma":0.0008679649,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01043294,"about_ca_topic_score_gemma":0.01379913,"domain_scores_codex":[0.9994091,0.0001836116,0.00003454672,0.00008576357,0.0001890375,0.0000979531],"domain_scores_gemma":[0.9993896,0.0002850522,0.00008501436,0.00004274366,0.0001447738,0.00005275732],"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":[0.003522546,0.002582281,0.01739107,0.0004076511,0.000260198,0.0003497038,0.00004322487,0.8670071,0.07869347,0.0007874108,0.0003887297,0.02856669],"study_design_scores_gemma":[0.0003334851,0.00658519,0.07946807,0.00002516084,0.0002703711,0.00009655644,0.0003305784,0.8413937,0.069342,0.0009970431,0.00108382,0.00007390761],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965613,0.0001023072,0.001540415,0.00004536933,0.00000826802,0.00009447164,0.0002832021,0.00001558964,0.001348951],"genre_scores_gemma":[0.9982754,0.00008250649,0.0009806263,0.000007137478,0.000002626247,0.00007107689,0.000127682,0.000003328031,0.000449633],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01043294,"threshold_uncertainty_score":0.02996951,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4402737875","doi":"10.1016/j.spc.2024.09.009","title":"Dynamic environmental payback of concrete due to carbonation over centuries","year":2024,"lang":"en","type":"article","venue":"Sustainable Production and Consumption","topic":"Concrete and Cement Materials Research","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"HEC Montréal; Group for Research in Decision Analysis; École de Technologie Supérieure","funders":"","keywords":"Carbonation; Payback period; Environmental science; Materials science; Engineering; Waste management; Economics; Composite material; Microeconomics; Production (economics)","authors":[{"name":"Thomas Elliot","is_ca":true},{"name":"Hamed Kouchaki‐Penchah","is_ca":true},{"name":"Victor Brial","is_ca":true},{"name":"Annie Levasseur","is_ca":true},{"name":"Sarah J. McLaren","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.005895911247084706,"gpt":0.2303503800110966,"spread":0.2244544687640119,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006242962,0.0003645529,0.0002335962,0.0007621679,0.0003848752,0.0007596419,0.0004389198,0.0009036238,0.002365575],"category_scores_gemma":[0.002351928,0.0002690504,0.0005291046,0.0009484754,0.000431091,0.0009405979,0.0006205293,0.000525388,0.0001753739],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001820552,"about_ca_system_score_gemma":0.0005634449,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01024308,"about_ca_topic_score_gemma":0.008051321,"domain_scores_codex":[0.9996357,0.00005916553,0.00002423584,0.00009628466,0.0001041851,0.00008048722],"domain_scores_gemma":[0.9993873,0.000198785,0.0001337353,0.0001029437,0.0001336068,0.00004361047],"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":[0.0004267215,0.00008835923,0.1183835,0.000115843,0.0002713638,0.001110711,0.0001164351,0.7918515,0.04504512,0.01098588,0.0007890551,0.03081558],"study_design_scores_gemma":[0.00004600791,0.0002572385,0.287396,0.00005003007,0.0001817362,0.0009167755,0.0004078364,0.6435327,0.03879653,0.01262597,0.01560198,0.0001871961],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9860702,0.0002177046,0.006069871,0.0002228025,0.0000264368,0.00001450713,0.0008579814,0.0001078075,0.006412675],"genre_scores_gemma":[0.9986884,0.00005863274,0.0005339868,0.00001456734,0.000003718026,0.000005411925,0.0001773755,0.00001935848,0.0004986011],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01024308,"threshold_uncertainty_score":0.02036691,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4401821634","doi":"10.1016/j.spc.2024.08.014","title":"System simulation and multi-objective optimization methodology for sustainable municipal solid waste classification management: A case study in China","year":2024,"lang":"en","type":"article","venue":"Sustainable Production and Consumption","topic":"Municipal Solid Waste Management","field":"Environmental Science","cited_by":9,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Institute on Governance","funders":"National University's Basic Research Foundation of China; National Natural Science Foundation of China","keywords":"China; Municipal solid waste; Waste management; Engineering; Management science; Environmental economics; Operations research; Economics; Political science","authors":[{"name":"Jiayue Zhang","is_ca":false},{"name":"Zongguo Wen","is_ca":true},{"name":"Yupeng Hu","is_ca":false},{"name":"Fan Fei","is_ca":false},{"name":"Yihan Wang","is_ca":false},{"name":"Yiling Xie","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05738576787192941,"gpt":0.3465586108883186,"spread":0.2891728430163892,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001328406,0.001047426,0.001241677,0.001053203,0.001228591,0.001256889,0.0009874875,0.001313351,0.001826487],"category_scores_gemma":[0.0009503038,0.0004788844,0.00129188,0.001370017,0.0006354323,0.0007184069,0.0007178307,0.0005381997,0.0001169274],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003122952,"about_ca_system_score_gemma":0.004105657,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1338028,"about_ca_topic_score_gemma":0.08079146,"domain_scores_codex":[0.9994761,0.0002021608,0.00002783386,0.00006439902,0.00009918824,0.0001303004],"domain_scores_gemma":[0.9994487,0.0003130498,0.00004499157,0.0000312046,0.0001186757,0.00004334983],"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":[0.00005242919,0.0001120113,0.00211433,0.00003785185,0.00002509808,0.00009950822,0.00004830266,0.9908769,0.0006839957,0.0006652092,0.0001261458,0.005158334],"study_design_scores_gemma":[0.00001104059,0.00003381604,0.0006538458,0.000001462875,0.00001114912,0.000003744049,0.00003377485,0.9986861,0.0002867311,0.0001847345,0.00008938342,0.000004218083],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9652062,0.00017172,0.02779949,0.0001811056,0.00002229579,0.0001018815,0.0001476718,0.0001763783,0.006193224],"genre_scores_gemma":[0.9932891,0.00007855365,0.005112649,0.00001043975,0.000003137724,0.00005829963,0.00007822339,0.00001461894,0.00135525],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1338028,"threshold_uncertainty_score":0.266048,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4404033169","doi":"10.1016/j.spc.2024.11.001","title":"Unveiling the potential for decarbonization of the building sector: A comparative study of technological and non-technological low-carbon strategies","year":2024,"lang":"en","type":"article","venue":"Sustainable Production and Consumption","topic":"Environmental Impact 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":true},"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Carbon fibers; Technological change; Economics; Economic system; Engineering; Engineering physics; Materials science; Macroeconomics","authors":[{"name":"Sogand Shahmohammadi","is_ca":true},{"name":"Marianne Pedinotti-Castelle","is_ca":true},{"name":"Ben Amor","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01330242553964741,"gpt":0.2672852526807812,"spread":0.2539828271411338,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00169832,0.0007065103,0.0003742148,0.0017002,0.0004279469,0.001641961,0.0006749282,0.0005600199,0.001889347],"category_scores_gemma":[0.001519567,0.0001183906,0.0007868396,0.001557574,0.0008938335,0.001713822,0.0007269533,0.0004929072,0.0001189925],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003983146,"about_ca_system_score_gemma":0.002287257,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0351745,"about_ca_topic_score_gemma":0.07090037,"domain_scores_codex":[0.9992255,0.0002900297,0.00001715587,0.0000598118,0.0002205876,0.0001869368],"domain_scores_gemma":[0.99919,0.0003687237,0.00009646714,0.00005227594,0.0002344607,0.00005803862],"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":[0.002044064,0.00170626,0.1387603,0.003626714,0.0019977,0.002087859,0.00245755,0.2917059,0.05828074,0.1187659,0.001608623,0.3769583],"study_design_scores_gemma":[0.0002963252,0.009584104,0.6824489,0.001077258,0.002399249,0.0005497692,0.01765851,0.1333989,0.05865912,0.03338332,0.0602524,0.0002921938],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9545752,0.004512853,0.00359587,0.0003987757,0.00002180068,0.0001296649,0.0001790593,0.00001602233,0.03657078],"genre_scores_gemma":[0.9964055,0.00162894,0.00117331,0.00002869138,0.000006172697,0.00001909553,0.00006513021,0.000004393215,0.0006689064],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0351745,"threshold_uncertainty_score":0.06993949,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4393132372","doi":"10.1016/j.spc.2024.03.021","title":"Environmental evaluation of emerging bakery waste oil-derived sophorolipids production by performing a dynamic life cycle assessment","year":2024,"lang":"en","type":"article","venue":"Sustainable Production and Consumption","topic":"Microbial bioremediation and biosurfactants","field":"Environmental Science","cited_by":9,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Guelph","funders":"","keywords":"Life-cycle assessment; Raw material; Waste management; Environmental impact assessment; Production (economics); Valorisation; Life cycle inventory; Environmental science; Food waste; Engineering; Municipal solid waste; Environmental engineering; Pulp and paper industry; Chemistry; Economics","authors":[{"name":"Yahui Miao","is_ca":false},{"name":"Xiaomeng Hu","is_ca":false},{"name":"Ming Ho To","is_ca":false},{"name":"Huaimin Wang","is_ca":false},{"name":"Zi‐Hao Qin","is_ca":false},{"name":"Jin‐Hua Mou","is_ca":false},{"name":"Wei Yan","is_ca":false},{"name":"Guneet Kaur","is_ca":true},{"name":"Sophie Roelants","is_ca":false},{"name":"Carol Sze Ki Lin","is_ca":false},{"name":"Shauhrat S. Chopra","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.008209386619774299,"gpt":0.2540042430065401,"spread":0.2457948563867658,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005575837,0.0005762044,0.0002808416,0.0004141921,0.0003163944,0.0005404817,0.0002706455,0.0004753556,0.0006540686],"category_scores_gemma":[0.0003856147,0.0001349497,0.0006127508,0.0003741974,0.0001941882,0.000498725,0.0004601876,0.0003659333,0.0001907108],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006626068,"about_ca_system_score_gemma":0.000540976,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003306993,"about_ca_topic_score_gemma":0.005724124,"domain_scores_codex":[0.9996924,0.00005401665,0.00002556096,0.00004716586,0.0001334515,0.00004743887],"domain_scores_gemma":[0.9997908,0.00003841157,0.00002925884,0.00001149898,0.0001071491,0.00002290147],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0009674046,0.0002924753,0.003737617,0.0001478226,0.0000345658,0.000138245,0.00005898482,0.00742588,0.9776938,0.0001345555,0.00006888682,0.009299758],"study_design_scores_gemma":[0.00001279335,0.001556685,0.003791782,0.000009935915,0.00003790847,0.00003057755,0.00008217057,0.005797585,0.9880087,0.0000443217,0.0006173623,0.00001015404],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978059,0.00017866,0.001046697,0.00001817652,0.000004694152,0.00002268201,0.000336975,0.00001270018,0.0005735604],"genre_scores_gemma":[0.9962386,0.0004634364,0.001748491,0.00001690845,0.000002163521,0.00003131385,0.0004303686,0.000009919187,0.001058799],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003306993,"threshold_uncertainty_score":0.006575465,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4309535322","doi":"10.1016/j.spc.2022.11.006","title":"Walk and chew gum: A demand and supply illustration of macro and micro net-zero initiatives for the automobile industry","year":2022,"lang":"en","type":"article","venue":"Sustainable Production and Consumption","topic":"Climate Change Policy and Economics","field":"Economics, Econometrics and Finance","cited_by":8,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of the Fraser Valley; New York Institute of Technology","funders":"","keywords":"Macro; Automotive industry; Certificate; Product (mathematics); Economics; Benchmark (surveying); Zero (linguistics); Environmental economics; Business; Computer science; Engineering; Mathematics","authors":[{"name":"Lawrence W.C. Lai","is_ca":true},{"name":"Frank T. Lorne","is_ca":true},{"name":"Mostafa Purmehdi","is_ca":true},{"name":"Katarina Grozdanic","is_ca":false},{"name":"Adam Aldad","is_ca":false},{"name":"Taniya Grace Joshua","is_ca":true},{"name":"Hao Benjamin Ling","is_ca":true},{"name":"Haonan Chi","is_ca":true},{"name":"Marcia Monti Sabaini","is_ca":true},{"name":"Shuang Yan","is_ca":true},{"name":"Mingfei Lai","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04998603568053575,"gpt":0.2566733003774123,"spread":0.2066872646968766,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003992072,0.000297561,0.0002319039,0.0005632738,0.000795305,0.001618172,0.0007739696,0.001844584,0.03376615],"category_scores_gemma":[0.002801877,0.0002108131,0.0004240054,0.001149531,0.0008650668,0.00201963,0.001377441,0.001455885,0.001890177],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009926769,"about_ca_system_score_gemma":0.001064395,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02107104,"about_ca_topic_score_gemma":0.03624795,"domain_scores_codex":[0.999767,0.0001208765,0.000003804345,0.00002279779,0.00005206381,0.00003338092],"domain_scores_gemma":[0.999222,0.0004716312,0.00004511076,0.00005525494,0.0000993011,0.0001065408],"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":[0.0001663561,0.0001749403,0.003673469,0.00008616208,0.00001689669,0.0003516471,0.0007577355,0.02411666,0.0007299838,0.8926035,0.05416114,0.02316153],"study_design_scores_gemma":[0.000162543,0.0001913052,0.007363116,0.00007100017,0.00003911314,0.0002370917,0.0027338,0.2004306,0.00111214,0.6120937,0.1754757,0.00008978481],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2154525,0.0009602081,0.1086172,0.02576125,0.000428956,0.0001246267,0.003829381,0.00250785,0.642318],"genre_scores_gemma":[0.9248959,0.0004175057,0.01681476,0.0009887755,0.0000692565,0.00008911804,0.0004372923,0.000290285,0.05599713],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03376615,"threshold_uncertainty_score":0.112959,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4401484774","doi":"10.1016/j.spc.2024.08.006","title":"Optimization strategies for carbon neutrality in a maize-soybean rotation production system from farm to gate","year":2024,"lang":"en","type":"article","venue":"Sustainable Production and Consumption","topic":"Agriculture Sustainability and Environmental Impact","field":"Environmental Science","cited_by":7,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University","funders":"Key Research and Development Program of Zhejiang Province; Interdisciplinary Research Fund for Young Scholars in Zhejiang University; National Aerospace Science Foundation of China","keywords":"Production (economics); Rotation (mathematics); Neutrality; Agronomy; Carbon fibers; Agricultural engineering; Mathematics; Engineering; Economics; Biology; Algorithm; Political science; Microeconomics","authors":[{"name":"Yueying Wang","is_ca":false},{"name":"Ruitao Lou","is_ca":false},{"name":"Zhiming Qi","is_ca":true},{"name":"Chandra A. Madramootoo","is_ca":true},{"name":"Yong He","is_ca":false},{"name":"Qianjing Jiang","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01018857445225061,"gpt":0.2392195512555762,"spread":0.2290309768033256,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007292893,0.0006590488,0.0008695481,0.0006666919,0.0006508724,0.00183582,0.0009581197,0.001103611,0.00404122],"category_scores_gemma":[0.0008466181,0.0005612965,0.0005792533,0.0005717899,0.0004992561,0.0008010478,0.0009095892,0.0005697024,0.0002420029],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001961513,"about_ca_system_score_gemma":0.001444645,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02067086,"about_ca_topic_score_gemma":0.0165746,"domain_scores_codex":[0.9997473,0.0000731363,0.000008121668,0.00004198102,0.00002316297,0.0001063375],"domain_scores_gemma":[0.9996353,0.0001886316,0.00005780349,0.00001388851,0.00006170684,0.00004266029],"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":[0.0001651896,0.00006165319,0.0005988785,0.00003989035,0.0000298149,0.00008959765,0.00003787777,0.9870794,0.004264465,0.001606641,0.0003014974,0.005725201],"study_design_scores_gemma":[0.00004007006,0.0001374548,0.0006536255,0.0000061727,0.00002778456,0.00001021527,0.00005987327,0.996712,0.001141833,0.0009200354,0.0002806186,0.00001033467],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8752901,0.0002998569,0.1027333,0.0005002865,0.0000335607,0.0003142687,0.0004985388,0.0002912531,0.0200388],"genre_scores_gemma":[0.9955174,0.00003589711,0.003002834,0.00001696091,0.000002195352,0.00003460719,0.00004163499,0.0000109882,0.001337431],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02067086,"threshold_uncertainty_score":0.0411011,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3111688930","doi":"10.1016/j.spc.2020.12.020","title":"Performance benchmarking model for sustainability of aquatic centres in cold regions: Development and implementation","year":2020,"lang":"en","type":"article","venue":"Sustainable Production and Consumption","topic":"Urban Stormwater Management Solutions","field":"Environmental Science","cited_by":6,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Okanagan University College; University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Benchmarking; Sustainability; Performance indicator; Process management; Analytic hierarchy process; Efficient energy use; Process (computing); Environmental economics; Sustainable development; Key (lock); Customer satisfaction; Computer science; Business; Operations research; Environmental resource management; Engineering; Environmental science; Marketing; Economics","authors":[{"name":"Sana Saleem","is_ca":true},{"name":"Husnain Haider","is_ca":false},{"name":"Kasun Hewage","is_ca":true},{"name":"Rehan Sadiq","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0243810856601888,"gpt":0.252051593966149,"spread":0.2276705083059602,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005690297,0.0008172659,0.001044667,0.0008801856,0.0008680223,0.002295214,0.001977126,0.001265384,0.007511676],"category_scores_gemma":[0.01002781,0.0003112728,0.0006354377,0.001661566,0.0005176399,0.002411983,0.001346422,0.0009821979,0.000656564],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003904651,"about_ca_system_score_gemma":0.005397613,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04395284,"about_ca_topic_score_gemma":0.02160292,"domain_scores_codex":[0.9971567,0.001381171,0.0001336411,0.0003190648,0.0005805531,0.0004288954],"domain_scores_gemma":[0.9956843,0.001438678,0.0002617291,0.0004186889,0.001922948,0.0002737055],"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":[0.0001755249,0.00024002,0.003363224,0.00005220135,0.00002700099,0.00003142858,0.00005174807,0.9562793,0.0005485254,0.009022279,0.002292795,0.02791589],"study_design_scores_gemma":[0.00002410427,0.0001050757,0.0008516925,0.00001543543,0.00001118214,0.000006207438,0.00005501251,0.9943731,0.0006684135,0.002820114,0.001059884,0.000009860772],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3410852,0.0003308798,0.5936419,0.002341426,0.0002001965,0.0009029517,0.003552052,0.004025824,0.05391965],"genre_scores_gemma":[0.950474,0.00009792937,0.04462117,0.0000804837,0.00001305766,0.0002674098,0.001275492,0.00009285305,0.003077637],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04395284,"threshold_uncertainty_score":0.08739406,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4408476340","doi":"10.1016/j.spc.2025.03.013","title":"Translating planetary boundaries into city systems: Ecosystem services as metrics for safe and just production-consumption space","year":2025,"lang":"en","type":"article","venue":"Sustainable Production and Consumption","topic":"Land Use and Ecosystem Services","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Waterloo","funders":"National Key Research and Development Program of China; China Postdoctoral Science Foundation; Postdoctoral Research Foundation of China; Major Program of National Fund of Philosophy and Social Science of China; National Social Science Fund of China; National Office for Philosophy and Social Sciences; Key Technologies Research and Development Program; National Natural Science Foundation of China","keywords":"Consumption (sociology); Production (economics); Space (punctuation); Ecosystem services; Environmental economics; Business; Planetary boundaries; Architectural engineering; Computer science; Environmental resource management; Systems engineering; Ecosystem; Environmental science; Engineering; Economics; Sustainability; Microeconomics; Sociology; Ecology","authors":[{"name":"Qin Zhou","is_ca":true},{"name":"Zhou Fang","is_ca":false},{"name":"Shi Xue","is_ca":false},{"name":"Changgao Cheng","is_ca":false},{"name":"Qiuya Zhao","is_ca":true},{"name":"Nv Geng","is_ca":false},{"name":"Chenjun Zhang","is_ca":false},{"name":"Hengquan Zhang","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01221774065860181,"gpt":0.2451985922160925,"spread":0.2329808515574907,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001196959,0.0006303317,0.0003638623,0.003117081,0.001011151,0.004235477,0.0008568701,0.0006510476,0.002760164],"category_scores_gemma":[0.004293978,0.000220376,0.0006964795,0.004593345,0.00286134,0.005169683,0.004469231,0.0009004158,0.0002230486],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003648652,"about_ca_system_score_gemma":0.00213498,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02711688,"about_ca_topic_score_gemma":0.04548335,"domain_scores_codex":[0.9990778,0.0003722514,0.00005162929,0.0001746533,0.0001748014,0.0001488732],"domain_scores_gemma":[0.9986433,0.0003275812,0.0003067384,0.0001781201,0.0003074943,0.0002366963],"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":[0.0001054958,0.0001407642,0.3185618,0.0003484145,0.0002727086,0.0003256084,0.003727258,0.2061506,0.001284156,0.3731847,0.006149248,0.08974933],"study_design_scores_gemma":[0.00002116749,0.0001532556,0.1568265,0.0002451701,0.0001253778,0.0001804433,0.01206614,0.4949421,0.001433494,0.301362,0.03250593,0.0001384762],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7801072,0.001455685,0.1730338,0.003702905,0.0001023045,0.0002050889,0.002357344,0.0002560389,0.03877966],"genre_scores_gemma":[0.9853462,0.0001690241,0.01355538,0.00004478604,0.000007940976,0.0000508371,0.000280078,0.00001874086,0.0005268808],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02711688,"threshold_uncertainty_score":0.05391812,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4410917766","doi":"10.1016/j.spc.2025.05.025","title":"Multi-measure pathways for achieving carbon-neutral cement production","year":2025,"lang":"en","type":"article","venue":"Sustainable Production and Consumption","topic":"Concrete and Cement Materials Research","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true},"ca_institutions":"University of Alberta","funders":"Natural Resources Canada; Natural Sciences and Engineering Research Council of Canada; Cenovus Energy; Alberta Innovates; Canada Research Chairs; Environment and Climate Change Canada; Suncor Energy Incorporated","keywords":"Cement; Measure (data warehouse); Production (economics); Carbon fibers; Pulp and paper industry; Process engineering; Materials science; Waste management; Environmental science; Biochemical engineering; Economics; Engineering; Computer science; Metallurgy; Composite material; Composite number; Microeconomics; Data mining","authors":[{"name":"G.L. Clark","is_ca":true},{"name":"Matthew Davis","is_ca":true},{"name":"Amit Kumar","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02554784221246434,"gpt":0.2641919755685224,"spread":0.2386441333560581,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002141688,0.001069576,0.0005093834,0.001278391,0.000796935,0.001940448,0.001506819,0.001094703,0.004296939],"category_scores_gemma":[0.002941968,0.0003954507,0.001248628,0.0007395991,0.001259938,0.002083722,0.001657025,0.001111362,0.0002336679],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006837486,"about_ca_system_score_gemma":0.004154389,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02794031,"about_ca_topic_score_gemma":0.03028036,"domain_scores_codex":[0.9988011,0.0005491562,0.00002612671,0.0001292978,0.0002786645,0.0002156789],"domain_scores_gemma":[0.9992956,0.0003037835,0.0001013799,0.00007183829,0.0001741051,0.00005325724],"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":[0.00006757021,0.0000660251,0.001635105,0.00009926695,0.00006412616,0.0001033114,0.00003926726,0.8756304,0.00169983,0.1103055,0.0004511691,0.009838536],"study_design_scores_gemma":[0.00006557409,0.0003395542,0.00296373,0.00004722575,0.00008114141,0.0000649983,0.000234911,0.8516728,0.004567917,0.1325728,0.007312288,0.00007701078],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3644882,0.0008956896,0.5336198,0.001991884,0.0000885347,0.000983158,0.001456539,0.0004897183,0.09598647],"genre_scores_gemma":[0.939423,0.0002286267,0.05666713,0.00007272421,0.000003271096,0.000204412,0.0001523409,0.00002440523,0.003224179],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02794031,"threshold_uncertainty_score":0.05555534,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4412448453","doi":"10.1016/j.spc.2025.07.006","title":"Unveiling hidden environmental costs and optimizing sustainable BATs screening in finished fabrics production: An LCA-based approach","year":2025,"lang":"en","type":"article","venue":"Sustainable Production and Consumption","topic":"Environmental Impact and Sustainability","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Intertek (Canada)","funders":"Fundamental Research Funds for the Central Universities; National University's Basic Research Foundation of China","keywords":"Production (economics); Sustainable production; Environmental economics; Engineering; Natural resource economics; Manufacturing engineering; Business; Biochemical engineering; Economics; Microeconomics","authors":[{"name":"Siyuan Zhang","is_ca":false},{"name":"Jingjing Gan","is_ca":false},{"name":"Quan Zhou","is_ca":true},{"name":"Chenye Xu","is_ca":false},{"name":"Chensi Shen","is_ca":false},{"name":"Fang Li","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01077897034047066,"gpt":0.2431480171329941,"spread":0.2323690467925234,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001181541,0.001063216,0.001157309,0.00132597,0.0004276231,0.002560588,0.0006175142,0.0007457067,0.002378549],"category_scores_gemma":[0.001264383,0.0004756802,0.001097248,0.001174963,0.0005874094,0.001230529,0.0006239964,0.00069685,0.0002841891],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00170898,"about_ca_system_score_gemma":0.00163041,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006594528,"about_ca_topic_score_gemma":0.01198838,"domain_scores_codex":[0.9994162,0.0001472159,0.00002012159,0.0001046053,0.0002377919,0.00007399866],"domain_scores_gemma":[0.9995027,0.0002312628,0.00008299365,0.00004279087,0.000124287,0.00001596],"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":[0.0007076653,0.001252605,0.01576681,0.001117291,0.0003082069,0.0003074611,0.00008637449,0.6162285,0.222794,0.01394505,0.001021306,0.1264648],"study_design_scores_gemma":[0.00002274015,0.0005462045,0.008444646,0.00008365727,0.0002444659,0.00007053172,0.0001977438,0.908449,0.07273025,0.006673369,0.002488621,0.00004882809],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6324553,0.003925202,0.3349513,0.0007960301,0.0001164075,0.0004310558,0.001151121,0.0004041273,0.02576937],"genre_scores_gemma":[0.9359736,0.00136348,0.05887752,0.00009953129,0.0000160362,0.0001569498,0.0003213795,0.00004643897,0.003145057],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006594528,"threshold_uncertainty_score":0.01311231,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4400087414","doi":"10.1016/j.spc.2024.06.026","title":"Improving the sustainability of milk production across different climate regions in China","year":2024,"lang":"en","type":"article","venue":"Sustainable Production and Consumption","topic":"Agriculture Sustainability and Environmental Impact","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"National Natural Science Foundation of China","keywords":"Production (economics); Sustainability; China; Natural resource economics; Environmental economics; Environmental science; Milk production; Business; Economics; Geography; Microeconomics; Animal science; Ecology","authors":[{"name":"Zhaoping Wu","is_ca":false},{"name":"Yuanyuan Du","is_ca":false},{"name":"Guofu Yang","is_ca":false},{"name":"Linshan Lin","is_ca":false},{"name":"Xiaoyu Hou","is_ca":false},{"name":"Fan Xing","is_ca":false},{"name":"Yuan Ren","is_ca":false},{"name":"Bijie Wu","is_ca":false},{"name":"Shun Liu","is_ca":false},{"name":"Scott X. Chang","is_ca":true},{"name":"Wanhong Sun","is_ca":false},{"name":"Ying Ge","is_ca":false},{"name":"Jie Chang","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.007037026140470548,"gpt":0.2443885662697105,"spread":0.2373515401292399,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001077392,0.0003170333,0.0002596702,0.00102366,0.0006955482,0.000759849,0.0004488818,0.0002263204,0.0005235054],"category_scores_gemma":[0.0005004851,0.0001357817,0.0004381964,0.002195011,0.0004431866,0.0004977871,0.0008231151,0.0001252797,0.00003042611],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003461936,"about_ca_system_score_gemma":0.004867424,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1075498,"about_ca_topic_score_gemma":0.1553497,"domain_scores_codex":[0.9996459,0.00008016676,0.00002217324,0.00005601107,0.00006949807,0.0001261885],"domain_scores_gemma":[0.9997234,0.00003400981,0.00008266714,0.00002059165,0.00008230167,0.00005691804],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003361464,0.0001959549,0.8818401,0.0003176274,0.000419414,0.001026573,0.002752716,0.02139797,0.01882115,0.004702113,0.0008642086,0.06732595],"study_design_scores_gemma":[0.00001000439,0.0000898188,0.9885415,0.00001508179,0.0001057081,0.00003404647,0.001690914,0.005423184,0.001310737,0.0006802515,0.002085236,0.00001349742],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984401,0.0002162572,0.0002066479,0.0001533356,0.000002351682,0.00000707689,0.00009397327,0.000006275675,0.0008739977],"genre_scores_gemma":[0.9993235,0.0001378473,0.0001760691,0.00001673758,0.000001754009,0.000004618282,0.0000813642,0.000001276881,0.0002568026],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1075498,"threshold_uncertainty_score":0.2138476,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7115684969","doi":"10.1016/j.spc.2025.12.008","title":"Integrating nutritional and environmental impacts of animal-source foods via nutrition-based life-cycle assessment (nLCA)","year":2025,"lang":"en","type":"article","venue":"Sustainable Production and Consumption","topic":"Agriculture Sustainability and Environmental Impact","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Hatch; National Institute of Food and Agriculture; North Carolina State University","keywords":"Environmental impact assessment; Life-cycle assessment; Risk assessment","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.004528833545175726,"gpt":0.2358952467908467,"spread":0.231366413245671,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002948577,0.001147028,0.0005347191,0.002965315,0.0003558073,0.001460229,0.0005139359,0.0004671158,0.001609035],"category_scores_gemma":[0.002323012,0.0002752248,0.001580124,0.002966202,0.0003477268,0.001218765,0.0007890249,0.0004020343,0.000249919],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00240626,"about_ca_system_score_gemma":0.001677587,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01765269,"about_ca_topic_score_gemma":0.03323615,"domain_scores_codex":[0.9989035,0.0003175362,0.00006821277,0.0001909851,0.0004588874,0.00006074356],"domain_scores_gemma":[0.9985545,0.0004849675,0.0002265084,0.0001038961,0.0005923089,0.00003771257],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0008254517,0.0008895464,0.318698,0.002090504,0.001605653,0.0003135423,0.0003872768,0.2591962,0.03894867,0.007336288,0.002164269,0.3675446],"study_design_scores_gemma":[0.00008045147,0.001790793,0.2678977,0.0005259421,0.001166007,0.0003246381,0.0009689241,0.6318361,0.05220501,0.01774397,0.02509405,0.0003666401],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7036664,0.004336121,0.260269,0.0002748171,0.00009759083,0.001247941,0.0092248,0.0005428353,0.02034049],"genre_scores_gemma":[0.8686774,0.00201701,0.121311,0.0001213401,0.0000134493,0.0006800198,0.005181297,0.00006955166,0.001928878],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01765269,"threshold_uncertainty_score":0.03509986,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4415425775","doi":"10.1016/j.spc.2025.10.007","title":"Advancing life cycle assessment through data science: A critical review of algorithms, tools, and data challenges","year":2025,"lang":"en","type":"review","venue":"Sustainable Production and Consumption","topic":"Environmental Impact and Sustainability","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia, Okanagan Campus","funders":"","keywords":"Data collection; Strengths and weaknesses; Intersection (aeronautics); Life-cycle assessment; Missing data; Big data; Data integration; Data type; Systematic review","authors":[{"name":"Sofia Bahmutsky","is_ca":true},{"name":"Ian Turner","is_ca":true},{"name":"Vivek Arulnathan","is_ca":true},{"name":"Nathan Pelletier","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1114223524473533,"gpt":0.430587690206205,"spread":0.3191653377588517,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.2248579,0.003145583,0.008165662,0.03270127,0.002726706,0.01463131,0.008509059,0.007374355,0.004077218],"category_scores_gemma":[0.4281186,0.003212939,0.007651317,0.03055845,0.01124195,0.02417088,0.007076241,0.0150288,0.001570963],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02143994,"about_ca_system_score_gemma":0.05402353,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01414534,"about_ca_topic_score_gemma":0.02189925,"domain_scores_codex":[0.8576691,0.08288944,0.02671062,0.00590818,0.02569885,0.001123727],"domain_scores_gemma":[0.2564036,0.6655577,0.01650348,0.01128985,0.0484385,0.001806944],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001259196,0.00009920237,0.001148653,0.1820539,0.001758182,0.0002115675,0.002034112,0.003822481,0.0003200399,0.09010594,0.03381799,0.684502],"study_design_scores_gemma":[0.0000590793,0.00018477,0.001108101,0.3944507,0.001756554,0.0003550686,0.001801523,0.002865805,0.0005258063,0.1266736,0.4699091,0.0003100095],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00021584,0.9516086,0.01916642,0.02567272,0.001506797,0.0004096857,0.0002215685,0.00009172936,0.001106771],"genre_scores_gemma":[0.006304581,0.9093845,0.07350285,0.007481772,0.001438996,0.001328839,0.0002651897,0.00009486224,0.0001982584],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.2248579,"threshold_uncertainty_score":0.9558882,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4412827732","doi":"10.1016/j.spc.2025.07.009","title":"Global analysis of nutritional strategies to mitigate the environmental impacts of dairy production: the case of supplementing diets with microencapsulated B vitamins","year":2025,"lang":"en","type":"article","venue":"Sustainable Production and Consumption","topic":"Agriculture Sustainability and Environmental Impact","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true},"ca_institutions":"Cegep de Saint Hyacinthe; McGill University","funders":"Mitacs; Jefo Nutrition","keywords":"Production (economics); Food science; Milk production; Biotechnology; Business; Chemistry; Economics; Biology; Animal science; Microeconomics","authors":[{"name":"Prince Agyemang","is_ca":true},{"name":"Ebenezer Miezah Kwofie","is_ca":true},{"name":"Ludovic Lahaye","is_ca":true},{"name":"Melissa Otis","is_ca":true},{"name":"Victoria Asselstine","is_ca":true},{"name":"A. I. Payne","is_ca":true},{"name":"Greg Thoma","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.004314474021007476,"gpt":0.2345621998261093,"spread":0.2302477258051018,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005589352,0.0004566261,0.0003676425,0.0004894077,0.0001268829,0.000814778,0.0002822275,0.0003867605,0.0007028101],"category_scores_gemma":[0.0003461295,0.0001035862,0.0005025156,0.0008956066,0.000255358,0.00037242,0.000308128,0.0001606153,0.00004526317],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001361101,"about_ca_system_score_gemma":0.0005636769,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02193124,"about_ca_topic_score_gemma":0.02467687,"domain_scores_codex":[0.9998493,0.00005153531,0.000006569761,0.00003386966,0.00002665325,0.00003197624],"domain_scores_gemma":[0.9998193,0.00004431989,0.00005248496,0.00001528804,0.00005299719,0.00001554978],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001777541,0.0002553899,0.3956853,0.001648164,0.002506408,0.001493594,0.0002959078,0.3027158,0.1724432,0.00413221,0.0009435483,0.116103],"study_design_scores_gemma":[0.00005261138,0.001285029,0.8888699,0.00009259546,0.001277501,0.0002146308,0.002142855,0.06985752,0.0255155,0.001627739,0.00901668,0.00004743714],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9926397,0.001873732,0.00180915,0.0001653523,0.000005189549,0.00002263902,0.0006568575,0.00001996268,0.002807447],"genre_scores_gemma":[0.995895,0.001625692,0.001782576,0.00003611622,0.000002434871,0.00001206159,0.0003203003,0.000005549344,0.0003201296],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02193124,"threshold_uncertainty_score":0.04360718,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4401344229","doi":"10.1016/j.spc.2024.07.031","title":"Developing a methodological framework for consequential life cycle assessment with an illustrative application to plant protein extraction","year":2024,"lang":"en","type":"article","venue":"Sustainable Production and Consumption","topic":"Agriculture Sustainability and Environmental Impact","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"National Research Council Canada; Okanagan University College; University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Context (archaeology); Strengths and weaknesses; Computable general equilibrium; Computer science; Resource (disambiguation); Identification (biology); Land use; Management science; Risk analysis (engineering); Economics; Engineering; Microeconomics","authors":[{"name":"Jannatul Ferdous","is_ca":true},{"name":"Farid Bensebaa","is_ca":true},{"name":"Kasun Hewage","is_ca":true},{"name":"Pankaj Bhowmik","is_ca":false},{"name":"Nathan Pelletier","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04759416371498288,"gpt":0.3585236839443867,"spread":0.3109295202294038,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03847037,0.002290955,0.002015477,0.007446614,0.001241634,0.004523241,0.003791389,0.002982639,0.006941481],"category_scores_gemma":[0.05200168,0.0009784978,0.006967661,0.006782094,0.003184348,0.00419129,0.004674349,0.004513217,0.001256656],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00600948,"about_ca_system_score_gemma":0.01109944,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01242749,"about_ca_topic_score_gemma":0.01050708,"domain_scores_codex":[0.9822792,0.01243865,0.001351333,0.00134135,0.002065358,0.0005241429],"domain_scores_gemma":[0.9552729,0.03443473,0.002604862,0.00225885,0.005095677,0.0003330123],"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":[0.00003572902,0.00008235809,0.001469401,0.003324634,0.0003722678,0.000286043,0.0007865086,0.2231837,0.0009303448,0.6929721,0.002958004,0.07359882],"study_design_scores_gemma":[0.0000308608,0.0001248546,0.0007460177,0.002005779,0.0001760885,0.0001607146,0.0005047938,0.2501337,0.001057965,0.6784824,0.06645755,0.000119286],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0009466912,0.003172454,0.9898365,0.0008472953,0.0001047366,0.0005657573,0.0003280044,0.00008808287,0.004110473],"genre_scores_gemma":[0.06560899,0.00598201,0.9208611,0.0006676941,0.0001682899,0.004026755,0.0007088718,0.0001456402,0.001830793],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.03847037,"threshold_uncertainty_score":0.2034532,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4417420072","doi":"10.1016/j.spc.2025.12.007","title":"Unveiling multi-regional water footprints towards equity and sustainability: A non-deterministic optimization-driven input-output model","year":2025,"lang":"en","type":"article","venue":"Sustainable Production and Consumption","topic":"Water resources management and optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Regina","funders":"National Key Research and Development Program of China Stem Cell and Translational Research; National Key Research and Development Program of China; National Natural Science Foundation of China","keywords":"Equity (law); Incentive; Sustainability; Water resources; Water use; Resource (disambiguation); Resource allocation; Arid","authors":[{"name":"Jie Ma","is_ca":false},{"name":"Y.P. Li","is_ca":true},{"name":"P.P. Wang","is_ca":false},{"name":"Y.X. Zhou","is_ca":false},{"name":"James T. Liu","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0216917971761526,"gpt":0.2650073736409723,"spread":0.2433155764648197,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001333466,0.000901263,0.001504703,0.0004792479,0.0005436816,0.001943578,0.001444563,0.002559703,0.003185954],"category_scores_gemma":[0.003094569,0.0009794566,0.0012665,0.0009291343,0.001391867,0.001397481,0.001551213,0.001542323,0.0002179975],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002306601,"about_ca_system_score_gemma":0.002516836,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0400508,"about_ca_topic_score_gemma":0.02345072,"domain_scores_codex":[0.9994847,0.0002413401,0.00001468078,0.000108678,0.00005036524,0.0001002141],"domain_scores_gemma":[0.9987613,0.0008477208,0.0001156095,0.00006249896,0.0001344008,0.00007843793],"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":[0.00000630937,0.000005093341,0.00008403913,0.000003875186,0.000005827806,0.0000077639,0.000002768478,0.9979039,0.00004638347,0.00169409,0.00003856405,0.0002013143],"study_design_scores_gemma":[0.000005314158,0.000004837175,0.00006512096,0.000001571618,0.000004530622,0.000001652675,0.000004242558,0.9982145,0.00003703929,0.00157638,0.00008249437,0.00000236555],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3966069,0.0007684761,0.5579167,0.003015256,0.0001573792,0.0001393344,0.001712962,0.0003931881,0.03928994],"genre_scores_gemma":[0.9808708,0.0001582881,0.0129719,0.0001066019,0.00002388123,0.00008130044,0.000181969,0.00005746237,0.005547802],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0400508,"threshold_uncertainty_score":0.07963538,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}