{"meta":{"query_hash":"4941085a6ae8","filters":{"venue":"Advances in bioenergy"},"cohort_total":4,"direct_labels_cover":0,"predictions_cover":4,"exported":4,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/4941085a6ae8","api":"https://metacan.xera.ac/api/v1/cohort?venue=Advances+in+bioenergy"},"results":[{"id":"W2913860443","doi":"10.1016/bs.aibe.2018.12.002","title":"Bioethanol: New opportunities for an ancient product","year":2019,"lang":"en","type":"book-chapter","venue":"Advances in bioenergy","topic":"Biofuel production and bioconversion","field":"Engineering","cited_by":41,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Biofuel; Fossil fuel; Biomass (ecology); Waste management; Raw material; Natural resource economics; Environmental science; Energy security; Engineering; Renewable energy; Biochemical engineering; Biotechnology; Economics; Agronomy; Ecology; Biology","score_opus":0.05737660674488759,"score_gpt":0.25880036831376513,"score_spread":0.20142376156887754,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2913860443","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00034830516,0.11616182,0.0018809829,0.0011827536,0.0182189,0.0016908412,0.00027759242,0.0011174746,0.8591213],"genre_scores_gemma":[0.00448056,0.058221113,0.0031763655,0.00048225632,0.0021573931,0.000031894888,0.00060879753,0.00021037122,0.9306312],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9987958,0.0000059008626,0.00028681202,0.00047588468,0.00015577966,0.0002798159],"domain_scores_gemma":[0.9992983,0.000013824169,0.00007760524,0.0004515199,0.000051244675,0.00010751496],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00009593055,0.00033803025,0.00031102443,0.0002654123,0.000029583125,0.000022838274,0.00022375738,0.00022893523,0.00013061603],"category_scores_gemma":[0.0000060326697,0.000324328,0.00009054953,0.000037461163,0.000085833315,0.00036167706,0.000035304227,0.00017597496,0.000032847947],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001434172,0.000051835585,0.000015664891,0.0020076304,0.00009025345,0.000014347264,0.00015355239,0.008566684,0.0047917864,0.1081957,0.060586423,0.8153827],"study_design_scores_gemma":[0.00025206868,0.00015045787,0.000001789329,0.00010679521,0.000012637609,0.0000057173297,0.00004411764,0.00034669836,0.0061275745,0.0027146838,0.98980033,0.00043711503],"about_ca_topic_score_codex":0.000013360784,"about_ca_topic_score_gemma":0.0000799977,"teacher_disagreement_score":0.92921394,"about_ca_system_score_codex":0.00009758352,"about_ca_system_score_gemma":0.000081372666,"threshold_uncertainty_score":0.9999209},"labels":[],"label_agreement":null},{"id":"W2944668603","doi":"10.1016/bs.aibe.2019.04.002","title":"Biological treatment of organic materials for energy and nutrients production—Anaerobic digestion and composting","year":2019,"lang":"en","type":"book-chapter","venue":"Advances in bioenergy","topic":"Anaerobic Digestion and Biogas Production","field":"Engineering","cited_by":88,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Waste management; Mechanical biological treatment; Anaerobic digestion; Environmental science; Greenhouse gas; Biodegradable waste; Food waste; Biogas; Odor; Reuse; Green waste; Environmental pollution; Manure; Population; Compost; Engineering; Waste treatment; Environmental protection; Agronomy; Chemistry","score_opus":0.01424731479012569,"score_gpt":0.22265645636535686,"score_spread":0.20840914157523116,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2944668603","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6918093,0.23179603,0.0061067147,0.0009611568,0.020935526,0.0051461086,0.000760398,0.0014460812,0.041038685],"genre_scores_gemma":[0.7853599,0.19260868,0.0016120328,0.00001821474,0.0005367172,0.000056955843,0.00050240674,0.000089240595,0.019215833],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9990752,0.000010414239,0.0003273397,0.0003619287,0.0000775143,0.0001476391],"domain_scores_gemma":[0.999601,0.00003729376,0.00012436307,0.00014209741,0.00006220838,0.000033034103],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000066041066,0.00025710659,0.000393006,0.00014772928,0.0000326896,0.000011881416,0.00004408047,0.00019734712,0.000017381115],"category_scores_gemma":[0.000020211304,0.00021750249,0.000030426963,0.00003608403,0.00010952344,0.00011696504,0.000020035084,0.00003107906,9.17666e-7],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00036323623,0.00016964771,0.0006507383,0.00047059506,0.00021346544,0.0000052583537,0.00014178932,0.0035139371,0.14493905,0.68920755,0.00019116887,0.16013354],"study_design_scores_gemma":[0.0011467484,0.001192142,0.00028701604,0.0005110572,0.0000702668,0.000042182655,0.000030890526,0.00006420216,0.1168226,0.007478584,0.871675,0.0006792836],"about_ca_topic_score_codex":0.000010481171,"about_ca_topic_score_gemma":0.00007153935,"teacher_disagreement_score":0.87148386,"about_ca_system_score_codex":0.00011339386,"about_ca_system_score_gemma":0.000012938672,"threshold_uncertainty_score":0.8869494},"labels":[],"label_agreement":null},{"id":"W3021520926","doi":"10.1016/bs.aibe.2020.04.004","title":"An overview of complementary microbial electrochemical technologies for advancing anaerobic digestion","year":2020,"lang":"en","type":"book-chapter","venue":"Advances in bioenergy","topic":"Microbial Fuel Cells and Bioremediation","field":"Environmental Science","cited_by":16,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Methanogenesis; Biogas; Anaerobic digestion; Microbial electrolysis cell; Chemistry; Methane; Waste management; Environmental science; Pulp and paper industry; Microbial fuel cell; Engineering; Anode; Organic chemistry","score_opus":0.016829122224037242,"score_gpt":0.26325728557836636,"score_spread":0.24642816335432913,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3021520926","genre_codex":"review","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.08334662,0.43429253,0.056383945,0.015054148,0.0104296245,0.02355894,0.006675336,0.0045160144,0.36574283],"genre_scores_gemma":[0.51155514,0.28102872,0.18601464,0.0024044209,0.0011393247,0.00021909544,0.010414781,0.0004513296,0.0067725247],"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","domain_scores_codex":[0.9986254,0.000011526316,0.0004352816,0.00050690986,0.00015629857,0.00026460667],"domain_scores_gemma":[0.9993893,0.000040344225,0.00029028207,0.00022489484,0.000013233551,0.000041941792],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000087972265,0.0002647795,0.00036484524,0.00006827349,0.00004115874,0.000007951386,0.00035504557,0.00021265261,0.00025940684],"category_scores_gemma":[0.000017252469,0.00025842362,0.00009692737,0.000082684375,0.00020112928,0.0002368989,0.00014372497,0.00016301953,0.000009242498],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010214179,0.000046403045,0.00016840058,0.00017520151,0.000010224725,0.000002618505,0.000022317976,0.00040912672,0.9407568,0.013696025,0.0005127143,0.04409803],"study_design_scores_gemma":[0.0004665213,0.0005715428,0.000025421923,0.00020552603,0.000035747493,0.0000033449417,0.000025016368,0.00020776819,0.2695519,0.020234043,0.7081779,0.0004952446],"about_ca_topic_score_codex":0.000059066042,"about_ca_topic_score_gemma":0.0014750556,"teacher_disagreement_score":0.7076652,"about_ca_system_score_codex":0.00023685658,"about_ca_system_score_gemma":0.000014869755,"threshold_uncertainty_score":0.9999868},"labels":[],"label_agreement":null},{"id":"W4250054493","doi":"10.1002/9781118957844.ch22","title":"Principles of Nutrient Management for Sustainable Forest Bioenergy Production","year":2015,"lang":"en","type":"other","venue":"Advances in bioenergy","topic":"Bioenergy crop production and management","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Sustainability; Agroforestry; Forest management; Sustainable forest management; Wood production; Environmental science; Ecoforestry; Soil fertility; Sustainable management; Bioenergy; Forest restoration; Forest farming; Business; Environmental resource management; Forest ecology; Ecology; Soil water; Biofuel; Ecosystem","score_opus":0.016302915787939617,"score_gpt":0.24059752580432833,"score_spread":0.22429461001638873,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4250054493","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0010496972,0.025422418,0.00021884874,0.001580933,0.0025618249,0.0023934473,0.00011888996,0.00041590328,0.966238],"genre_scores_gemma":[0.0050892653,0.013987533,0.0016236402,0.00008192464,0.000947347,0.0004950725,0.00064890337,0.00003034147,0.97709596],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9979485,0.000049835024,0.0004495952,0.0007474366,0.00030957765,0.00049504143],"domain_scores_gemma":[0.9990922,0.00001779866,0.00042534305,0.00021839497,0.00016208075,0.00008417882],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00032269297,0.00033162374,0.0004082781,0.00017400886,0.000063629006,0.000024794872,0.0003963013,0.00019313545,0.00016664653],"category_scores_gemma":[0.000046307323,0.00015803128,0.00010579307,0.00071197265,0.00015743395,0.00015653232,0.00021992376,0.00007278644,0.000004939033],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002470816,0.0007746342,0.00017032873,0.0010637757,0.00013776596,0.00001984671,0.000029670042,0.0024354768,0.00073880464,0.56846666,0.32669726,0.0992187],"study_design_scores_gemma":[0.00028170837,0.0002331005,0.00006544731,0.000151938,0.000026445634,0.0000015360733,0.00061603735,0.000014966471,0.0015324552,0.0022725386,0.9944781,0.00032572314],"about_ca_topic_score_codex":0.0007155362,"about_ca_topic_score_gemma":0.009725573,"teacher_disagreement_score":0.6677808,"about_ca_system_score_codex":0.00011328434,"about_ca_system_score_gemma":0.000014812726,"threshold_uncertainty_score":0.64443284},"labels":[],"label_agreement":null}]}