{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":11,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":11,"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":"c29a89e5100e","filters":{"venue":"Environmental footprints and eco-design of products and processes"}},"results":[{"id":"W2460941942","doi":"10.1007/978-981-10-0549-7_6","title":"Sustainable Design for Additive Manufacturing Through Functionality Integration and Part Consolidation","year":2016,"lang":"en","type":"book-chapter","venue":"Environmental footprints and eco-design of products and processes","topic":"Additive Manufacturing and 3D Printing Technologies","field":"Engineering","cited_by":46,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University","funders":"","keywords":"Product design; Manufacturing engineering; Engineering; Consolidation (business); Sustainable design; Systems engineering; Design technology; Design process; Engineering design process; Design methods; Computer science; Product (mathematics); Process engineering; Mechanical engineering; Process integration; Sustainability; Mathematics","authors":[{"name":"Yunlong Tang","is_ca":true},{"name":"Sheng Yang","is_ca":true},{"name":"Yaoyao Fiona Zhao","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02706074026965566,"gpt":0.2084767569122769,"spread":0.1814160166426212,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002643258,0.0007960739,0.0003132226,0.0005414736,0.0005105836,0.001899733,0.0008084599,0.0009723377,0.007912598],"category_scores_gemma":[0.0002043837,0.0003461572,0.0005570796,0.0006768819,0.001140147,0.001502312,0.001193061,0.001116242,0.002081158],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001147087,"about_ca_system_score_gemma":0.0009291233,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006135681,"about_ca_topic_score_gemma":0.001921274,"domain_scores_codex":[0.9996741,0.00004196102,0.000008911559,0.00003863868,0.000209489,0.00002694437],"domain_scores_gemma":[0.9999523,0.00001382518,0.000003809738,0.00001158751,0.00001493842,0.000003503548],"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":[0.00001138166,0.00003871449,0.0001283395,0.0002550083,0.00001801935,0.00008485313,0.0002502664,0.01408602,0.01184533,0.8362275,0.01189285,0.1251618],"study_design_scores_gemma":[0.000004819452,0.0000458368,0.0002319908,0.0001578804,0.00001359514,0.0002309443,0.0001504,0.01129421,0.008448477,0.4842682,0.495135,0.0000186879],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01414634,0.01446507,0.262301,0.001760425,0.0007381542,0.00007374671,0.0001093902,0.0004344076,0.7059715],"genre_scores_gemma":[0.2627463,0.01908077,0.1644048,0.0007854376,0.0002458663,0.0002270245,0.0002908882,0.0005240348,0.5516949],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007912598,"threshold_uncertainty_score":0.0264703,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2811428757","doi":"10.1007/978-981-13-0623-5_7","title":"A Circular Economy Approach in the Luxury Fashion Industry: A Case Study of Eileen Fisher","year":2018,"lang":"en","type":"book-chapter","venue":"Environmental footprints and eco-design of products and processes","topic":"Sustainable Supply Chain Management","field":"Business, Management and Accounting","cited_by":19,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Seneca Polytechnic; University of Waterloo","funders":"","keywords":"Circular economy; SWOT analysis; Sustainability; Factory (object-oriented programming); Work (physics); Marketing; Engineering; Duration (music); Business model; Business; Economy; Industrial organization; Operations management; Economics; Computer science; Mechanical engineering","authors":[{"name":"Sabine Weber","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0258170606147542,"gpt":0.1992754378149037,"spread":0.1734583772001495,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007143255,0.0002408933,0.000168492,0.0005909165,0.005380813,0.002405831,0.0005518697,0.00143008,0.007889031],"category_scores_gemma":[0.0009845523,0.0001452058,0.0001968711,0.001151827,0.003133352,0.003298816,0.001215698,0.001040199,0.0004667008],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005549943,"about_ca_system_score_gemma":0.00365759,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06058672,"about_ca_topic_score_gemma":0.1758204,"domain_scores_codex":[0.9997835,0.00008525818,0.00000442116,0.00002705013,0.00004003206,0.00005980338],"domain_scores_gemma":[0.999678,0.0002259125,0.00001516526,0.000009823165,0.00003453822,0.00003656912],"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":[0.00006784953,0.0002600493,0.00760454,0.0001675311,0.000007912169,0.008831943,0.1073893,0.002154843,0.001208295,0.7220384,0.03933688,0.1109324],"study_design_scores_gemma":[0.00001535265,0.00009183623,0.008933458,0.0004460452,0.00001873533,0.001892847,0.2973944,0.003091808,0.001507802,0.1109741,0.5755824,0.00005127221],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4294238,0.003297922,0.008911713,0.01711127,0.0001270098,0.000109924,0.0000857394,0.00003810204,0.5408946],"genre_scores_gemma":[0.7793832,0.003870884,0.005206492,0.0008622736,0.0000141749,0.00005003984,0.00004117441,0.00004727558,0.2105245],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06058672,"threshold_uncertainty_score":0.1204681,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3119795958","doi":"10.1007/978-981-33-4377-1_4","title":"From Field to Bottle: Water Footprint Estimation in the Winery Industry","year":2021,"lang":"en","type":"book-chapter","venue":"Environmental footprints and eco-design of products and processes","topic":"Environmental Impact and Sustainability","field":"Environmental Science","cited_by":10,"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":"","keywords":"Bottling line; Winery; Benchmarking; Environmental science; Wine; Water use; Water efficiency; Production (economics); Vineyard; Agricultural engineering; Environmental engineering; Engineering; Business; Geography","authors":[{"name":"Melody Blythe Johnson","is_ca":true},{"name":"Mehrab Mehrvar","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01465688330809708,"gpt":0.2222541431547337,"spread":0.2075972598466366,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004304083,0.001098512,0.0008459593,0.000922333,0.0002727861,0.001806067,0.001106248,0.00106355,0.007247831],"category_scores_gemma":[0.001061776,0.0006025513,0.0006763032,0.001864439,0.0003633162,0.003144831,0.0007063851,0.0008066026,0.003455431],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006827367,"about_ca_system_score_gemma":0.000602661,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01438829,"about_ca_topic_score_gemma":0.01946098,"domain_scores_codex":[0.9996436,0.0000590421,0.00001021864,0.00008696423,0.0001804143,0.00001972126],"domain_scores_gemma":[0.9997489,0.0001347286,0.00001330318,0.00002273199,0.00007002966,0.00001027464],"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":[0.0001089906,0.00008100001,0.003380248,0.0002984859,0.00004395779,0.00008656789,0.0001712597,0.03009353,0.008708118,0.008212682,0.03841404,0.9104012],"study_design_scores_gemma":[0.00002454366,0.0002923869,0.0182923,0.0004456316,0.00009547544,0.0004880784,0.001308799,0.6098866,0.04663797,0.1032358,0.2190881,0.0002042489],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0463161,0.01193174,0.8424148,0.002112651,0.0007019958,0.0001635456,0.002954843,0.004797472,0.08860693],"genre_scores_gemma":[0.2674296,0.01290999,0.4742604,0.0009211978,0.0003968723,0.0002046991,0.004049112,0.002364163,0.237464],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01438829,"threshold_uncertainty_score":0.0286091,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4324280643","doi":"10.1007/978-981-99-0015-2_14","title":"Bamboo Biomass: A Strategy for Climate Change Mitigation and Adaptation, and Forest Landscape Restoration (FLR) in Cameroon","year":2023,"lang":"en","type":"book-chapter","venue":"Environmental footprints and eco-design of products and processes","topic":"Bamboo properties and applications","field":"Agricultural and Biological Sciences","cited_by":9,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Ottawa Public Health","funders":"","keywords":"Bamboo; Carbon stock; Agroforestry; Biomass (ecology); Forestry; Carbon sequestration; Environmental science; Carbon fibers; Phyllostachys; Climate change; Geography; Agronomy; Ecology; Biology; Carbon dioxide; Mathematics","authors":[{"name":"René Kaam","is_ca":false},{"name":"Barnabas Neba Nfornkah","is_ca":true},{"name":"Cédric Djomo Chimi","is_ca":false},{"name":"Jovis Arnold Nguefack","is_ca":false},{"name":"Martin Tchamba","is_ca":false},{"name":"Louis Zapfack","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.08154223423800985,"gpt":0.2189159810692738,"spread":0.1373737468312639,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002863778,0.0004643773,0.00009295924,0.0005902338,0.000734238,0.001382437,0.0003534081,0.0003954038,0.004546192],"category_scores_gemma":[0.0002258755,0.0001458599,0.00007125235,0.001337386,0.0005660987,0.001132521,0.0005062577,0.0004974986,0.0001776088],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003035631,"about_ca_system_score_gemma":0.00254175,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04597979,"about_ca_topic_score_gemma":0.1090935,"domain_scores_codex":[0.9999535,0.00001411718,0.000001455548,0.000005345424,0.000005556146,0.00001997221],"domain_scores_gemma":[0.9999652,0.000008462536,0.000006893312,0.000001738231,0.000005426933,0.00001225606],"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":[0.0003411532,0.00009934828,0.01668695,0.001261579,0.00002188656,0.002315436,0.00579698,0.004711193,0.008877418,0.3362012,0.06410658,0.5595803],"study_design_scores_gemma":[0.00003251184,0.0001215629,0.06100008,0.001552745,0.00004158681,0.0009137825,0.008520399,0.002320452,0.002588728,0.01388286,0.9089965,0.00002870671],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.3312363,0.3563804,0.006271532,0.04252492,0.002817744,0.0002127315,0.0008305994,0.0001275847,0.2595981],"genre_scores_gemma":[0.8286693,0.08211002,0.004491839,0.001413807,0.0002432931,0.00007676445,0.000188123,0.00003197126,0.08277494],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04597979,"threshold_uncertainty_score":0.09142435,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3203095469","doi":"10.1007/978-981-16-3698-1_2","title":"Fashion Upcycling: A Canadian Perspective","year":2021,"lang":"en","type":"book-chapter","venue":"Environmental footprints and eco-design of products and processes","topic":"Fashion and Cultural Textiles","field":"Arts and Humanities","cited_by":5,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Perspective (graphical); Psychology; Computer science; Artificial intelligence","authors":[{"name":"Jennifer Dares","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03789173452338963,"gpt":0.2021253963320057,"spread":0.164233661808616,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008028658,0.001162642,0.0005577062,0.00559929,0.01231558,0.009250433,0.001792596,0.001762923,0.02810847],"category_scores_gemma":[0.00111215,0.0004682951,0.0006153314,0.01062354,0.007026779,0.003141613,0.001585194,0.00298045,0.00119068],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.116522,"about_ca_system_score_gemma":0.1146549,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9936873,"about_ca_topic_score_gemma":0.9980232,"domain_scores_codex":[0.9987125,0.0001176255,0.00002606952,0.0001747402,0.0005287023,0.0004402628],"domain_scores_gemma":[0.9991909,0.00008958583,0.00002663785,0.00002922852,0.0005020574,0.0001615553],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006091682,0.00009159342,0.002072372,0.0003748871,0.00001515903,0.0004413679,0.007407572,0.001872536,0.0006802359,0.7579573,0.091775,0.137251],"study_design_scores_gemma":[0.00000659159,0.00002148289,0.004815551,0.0004003897,0.00002295208,0.0001168016,0.01199988,0.0006032337,0.0003661757,0.02024174,0.9613497,0.00005552754],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01499971,0.04103293,0.001799642,0.02229979,0.000676255,0.00003938311,0.0005092878,0.00007334923,0.9185696],"genre_scores_gemma":[0.3480901,0.1455738,0.00781907,0.006643405,0.0003103124,0.0000599261,0.0005073739,0.0002177791,0.4907783],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.116522,"threshold_uncertainty_score":0.8454304,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4404633399","doi":"10.1007/978-3-031-70262-4_1","title":"Carbon Footprint Assessments: Case Studies and Best Practices","year":2024,"lang":"en","type":"book-chapter","venue":"Environmental footprints and eco-design of products and processes","topic":"Environmental Impact and Sustainability","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Greenfield Research (Canada); Office of the Chief Medical Examiner","funders":"","keywords":"Carbon footprint; Footprint; Best practice; Geography; Economics; Geology; Greenhouse gas; Archaeology; Management","authors":[{"name":"Subramanian Senthilkannan Muthu","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05749961606029642,"gpt":0.3142645519345489,"spread":0.2567649358742525,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0105079,0.001075841,0.000458633,0.00514326,0.00185086,0.0046981,0.002327902,0.002705238,0.003628426],"category_scores_gemma":[0.01106807,0.0003609959,0.0005107022,0.008653422,0.001960847,0.003854133,0.002266248,0.001463123,0.000685559],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004307475,"about_ca_system_score_gemma":0.003518834,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01476595,"about_ca_topic_score_gemma":0.03871567,"domain_scores_codex":[0.9955866,0.001713442,0.0002736295,0.0002523596,0.001913724,0.000260074],"domain_scores_gemma":[0.992431,0.005034921,0.0002468012,0.0005516632,0.001495464,0.000240151],"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":[0.0001149691,0.0005250623,0.004005029,0.00120447,0.00005117157,0.0008631728,0.003591676,0.01752427,0.002208751,0.06156395,0.03213787,0.8762097],"study_design_scores_gemma":[0.00006625638,0.0003071373,0.01101789,0.004854902,0.000135203,0.002042328,0.01309166,0.01805978,0.02451629,0.2052418,0.7204098,0.0002569825],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.144839,0.07301015,0.1501447,0.0158602,0.0006872456,0.001404514,0.001781151,0.001327486,0.6109456],"genre_scores_gemma":[0.5708532,0.05162748,0.2987662,0.001318883,0.0001988022,0.0005220026,0.001360467,0.0004788496,0.07487407],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01476595,"threshold_uncertainty_score":0.05557173,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4403209177","doi":"10.1007/978-3-031-70810-7_1","title":"Introduction to the Book—Sustainability and Water Footprint: Industry-Specific Assessments and Recommendations","year":2024,"lang":"en","type":"book-chapter","venue":"Environmental footprints and eco-design of products and processes","topic":"Urban and Freight Transport Logistics","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Office of the Chief Medical Examiner","funders":"","keywords":"Footprint; Sustainability; Ecological footprint; Environmental science; Engineering; Environmental planning; Geography; Archaeology; Ecology; Biology","authors":[{"name":"Subramanian Senthilkannan Muthu","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02099750120741088,"gpt":0.2093433660086242,"spread":0.1883458648012133,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004794197,0.001261932,0.001068706,0.001862707,0.0007651741,0.004380525,0.001098333,0.001631383,0.08491106],"category_scores_gemma":[0.001298283,0.0004928326,0.000689198,0.004068711,0.0006381682,0.004333518,0.0009427152,0.003086902,0.0419319],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00157011,"about_ca_system_score_gemma":0.001838654,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007664877,"about_ca_topic_score_gemma":0.01980088,"domain_scores_codex":[0.9996239,0.00003857835,0.00001781556,0.00004460517,0.0002562856,0.00001867255],"domain_scores_gemma":[0.9993217,0.0002303143,0.00002927877,0.00002588084,0.0003316276,0.00006121641],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000008602377,0.00003344053,0.00004744945,0.000318868,0.000004189734,0.00002293335,0.0000490903,0.0003971369,0.000303575,0.008348543,0.9029538,0.08751231],"study_design_scores_gemma":[0.000002080071,0.000009139319,0.0001737256,0.000321213,0.000003844787,0.00004535395,0.00005697423,0.0001207542,0.0001086693,0.00567011,0.9934807,0.000007382888],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.0008947802,0.1802455,0.01709692,0.03243436,0.03345064,0.0002341643,0.002580723,0.001077545,0.7319854],"genre_scores_gemma":[0.003014543,0.116839,0.008141692,0.007807922,0.005826548,0.0001086347,0.001878539,0.0004796729,0.8559034],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.08491106,"threshold_uncertainty_score":0.2840558,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4403434992","doi":"10.1007/978-3-031-69047-1_1","title":"Introduction to the Book—Ecological Footprint of Industrial Spaces and Processes","year":2024,"lang":"en","type":"book-chapter","venue":"Environmental footprints and eco-design of products and processes","topic":"Sustainable Industrial Ecology","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Greenfield Research (Canada)","funders":"","keywords":"Ecological footprint; Footprint; Geography; Environmental science; Ecology; Biology; Archaeology; Sustainability","authors":[{"name":"Subramanian Senthilkannan Muthu","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02081275423772424,"gpt":0.195246254148447,"spread":0.1744334999107227,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001757602,0.0008582314,0.0006651236,0.001479102,0.0008638654,0.002999904,0.0007002098,0.000870934,0.07997946],"category_scores_gemma":[0.0004834141,0.0003272918,0.0004455473,0.002595934,0.0006589674,0.002854807,0.0008086949,0.002208614,0.02324399],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009369012,"about_ca_system_score_gemma":0.0008845486,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003107253,"about_ca_topic_score_gemma":0.008745793,"domain_scores_codex":[0.9998084,0.00002290965,0.000006993775,0.00002709821,0.0001223007,0.000012317],"domain_scores_gemma":[0.9997925,0.0001009438,0.000007761565,0.00001542961,0.00006692932,0.00001637932],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001483208,0.00004598597,0.0001110716,0.0003085425,0.000006484989,0.00006756696,0.0002192753,0.0006818378,0.0008587145,0.09407022,0.7403278,0.1632875],"study_design_scores_gemma":[9.429809e-7,0.0000048455,0.0001307375,0.0001089916,0.000002004432,0.00006832954,0.00004611303,0.0001317454,0.0001080183,0.01408817,0.9853061,0.000003913485],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0008038652,0.0579907,0.01015041,0.004534129,0.007248731,0.00005949454,0.0008965543,0.0003549583,0.9179612],"genre_scores_gemma":[0.004919214,0.03651229,0.004784331,0.001890957,0.001820207,0.00005139686,0.0006674081,0.0002921296,0.949062],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07997946,"threshold_uncertainty_score":0.2675579,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4408029006","doi":"10.1007/978-3-031-81029-9_1","title":"Assessment of Social Sustainability Management in Various Industrial Sectors","year":2025,"lang":"en","type":"book-chapter","venue":"Environmental footprints and eco-design of products and processes","topic":"Environmental Sustainability in Business","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Greenfield Research (Canada)","funders":"","keywords":"Sustainability; Business; Environmental planning; Environmental resource management; Natural resource economics; Environmental science; Economics; Ecology; Biology","authors":[{"name":"Subramanian Senthilkannan Muthu","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01605460763764011,"gpt":0.2230609277972329,"spread":0.2070063201595928,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001065193,0.0002758716,0.0002187804,0.001867717,0.0005034973,0.00141421,0.0004237308,0.0003613071,0.00366073],"category_scores_gemma":[0.001182867,0.0001290549,0.0003990824,0.001751651,0.0006285986,0.0007355241,0.0009798364,0.0001954153,0.0003762553],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00257108,"about_ca_system_score_gemma":0.001178268,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01334261,"about_ca_topic_score_gemma":0.04347916,"domain_scores_codex":[0.9991472,0.0003068993,0.00001587228,0.00004556246,0.0003991413,0.00008535869],"domain_scores_gemma":[0.9996104,0.0001898447,0.00003916725,0.00002200892,0.0001175987,0.00002098761],"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":[0.0006304567,0.0005170871,0.1216093,0.0004430112,0.0001513658,0.0003273243,0.00219422,0.1871943,0.01385079,0.08247358,0.004157132,0.5864515],"study_design_scores_gemma":[0.00004385752,0.001138961,0.5380551,0.0003000598,0.00017231,0.0002424104,0.01373169,0.2280481,0.03291472,0.1060844,0.07919302,0.00007522542],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7618383,0.001548713,0.01247577,0.0004708556,0.0000143948,0.0001313249,0.0004597032,0.00006841354,0.2229924],"genre_scores_gemma":[0.9736416,0.000609411,0.004226505,0.00002491796,0.000008567411,0.0000339825,0.0002588461,0.00001581563,0.02118036],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01334261,"threshold_uncertainty_score":0.02652991,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3203114341","doi":"10.1007/978-981-16-3698-1_1","title":"Brp—Exploring Paths to the Circular Economy","year":2021,"lang":"en","type":"book-chapter","venue":"Environmental footprints and eco-design of products and processes","topic":"Sustainable Supply Chain Management","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"HEC Montréal","funders":"","keywords":"Circular economy; Engineering; Sustainability; Recreation; Operations management; Political science; Ecology","authors":[{"name":"Sabrina Roy-Pelletier","is_ca":true},{"name":"Emmanuel Raufflet","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02965705330677655,"gpt":0.1801145123593428,"spread":0.1504574590525663,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001687241,0.0005200521,0.0004994674,0.001093285,0.003054321,0.009028343,0.001485332,0.002376336,0.03240614],"category_scores_gemma":[0.004364835,0.0003608239,0.0005081691,0.002190789,0.01162978,0.01229727,0.004021527,0.003171365,0.004269586],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005538662,"about_ca_system_score_gemma":0.00486979,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006378863,"about_ca_topic_score_gemma":0.005623403,"domain_scores_codex":[0.9987873,0.0006384881,0.00002292612,0.0001562446,0.0002556381,0.0001393336],"domain_scores_gemma":[0.9987521,0.0005690611,0.00006522349,0.0003104711,0.0001943479,0.0001088285],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002065167,0.000002901225,0.000009440844,0.0000102343,5.026819e-7,0.000005175525,0.00009915236,0.0001636632,0.00001115656,0.9930265,0.002677395,0.003991713],"study_design_scores_gemma":[0.000001595253,0.000002569622,0.00001894447,0.00003354922,5.369905e-7,0.000009877666,0.0002093831,0.000429151,0.00002994246,0.9360077,0.06325489,0.000001858303],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005249238,0.005576998,0.04235045,0.01745391,0.0005130313,0.00004549483,0.0001192282,0.0001506634,0.9285408],"genre_scores_gemma":[0.5238969,0.01796253,0.06382865,0.004341418,0.0006722168,0.0003964964,0.0003889913,0.0007595742,0.3877532],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03240614,"threshold_uncertainty_score":0.1084094,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4400887454","doi":"10.1007/978-3-031-63057-6_1","title":"Introduction to the Book—Energy Footprint and Sustainability: Case Studies","year":2024,"lang":"en","type":"book-chapter","venue":"Environmental footprints and eco-design of products and processes","topic":"Environmental Engineering and Cultural Studies","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Greenfield Research (Canada)","funders":"","keywords":"Footprint; Sustainability; Ecological footprint; Energy (signal processing); History; Archaeology; Mathematics; Statistics","authors":[{"name":"Subramanian Senthilkannan Muthu","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01205479943586514,"gpt":0.2039021530717926,"spread":0.1918473536359274,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002413614,0.0006695917,0.0005515116,0.001061494,0.0008126376,0.003243399,0.0007981601,0.001176787,0.07180924],"category_scores_gemma":[0.0006908647,0.0003165902,0.0004244199,0.002987067,0.000570201,0.002879435,0.0008213776,0.001447269,0.01636958],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009752896,"about_ca_system_score_gemma":0.000739246,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003543662,"about_ca_topic_score_gemma":0.009381966,"domain_scores_codex":[0.9998162,0.00003795149,0.000008379032,0.00002674977,0.00009712903,0.00001366218],"domain_scores_gemma":[0.9996729,0.0002395098,0.00001031177,0.00001228165,0.00004597694,0.00001900811],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000350929,0.0002133321,0.0003229589,0.0007515416,0.00001010505,0.0004981667,0.000870171,0.001473018,0.001538537,0.06970932,0.7168018,0.207776],"study_design_scores_gemma":[0.000003124877,0.00001556384,0.0003604884,0.0002531834,0.000004668782,0.0002854106,0.0003744994,0.0002360072,0.0003565491,0.01324763,0.9848555,0.000007484867],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003610741,0.04726068,0.01098056,0.00489818,0.00230793,0.0001350629,0.001076807,0.000310833,0.9294192],"genre_scores_gemma":[0.01908229,0.05048128,0.009960233,0.002428857,0.0007745945,0.0001260494,0.001252672,0.000379719,0.9155143],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07180924,"threshold_uncertainty_score":0.2402258,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}