{"meta":{"query_hash":"399de1f4ca49","filters":{"venue":"Energy and Built Environment"},"cohort_total":16,"direct_labels_cover":0,"predictions_cover":16,"exported":16,"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/399de1f4ca49","api":"https://metacan.xera.ac/api/v1/cohort?venue=Energy+and+Built+Environment"},"results":[{"id":"W3029148486","doi":"10.1016/j.enbenv.2020.05.002","title":"Future cities and autonomous vehicles: analysis of the barriers to full adoption","year":2020,"lang":"en","type":"article","venue":"Energy and Built Environment","topic":"Transportation and Mobility Innovations","field":"Engineering","cited_by":107,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Trent University; Nottingham Trent University","keywords":"Information and Communications Technology; Key (lock); Government (linguistics); Architecture; Legislation; Computer science; Business; Knowledge management; Computer security; Political science; World Wide Web; Geography","score_opus":0.005771527607306818,"score_gpt":0.16963836164748414,"score_spread":0.16386683404017732,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3029148486","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8164012,0.045598947,0.010453267,0.022372259,0.00014516909,0.00023415826,0.00055978884,0.000035482277,0.1041997],"genre_scores_gemma":[0.98617285,0.010696001,0.0012983414,0.0002906356,0.000021093083,0.00008717812,0.000107236345,0.00001622079,0.0013105833],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","domain_scores_codex":[0.99125564,0.0036169463,0.0006132086,0.00057257985,0.0030850878,0.0008565305],"domain_scores_gemma":[0.95662475,0.030517077,0.004746437,0.0007716058,0.00664,0.0007001078],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008096372,0.00024091903,0.00044694528,0.0033143975,0.0015711009,0.007727446,0.0009666129,0.0011595096,0.0036004882],"category_scores_gemma":[0.03027068,0.00034229603,0.0005535996,0.005477656,0.0029589732,0.007294631,0.0033072743,0.0016860001,0.00026735407],"study_design_candidate":"observational","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":[0.00018954724,0.00018297535,0.15577464,0.0066278633,0.0002387936,0.001163133,0.17530684,0.003333025,0.0012635771,0.4261793,0.0055539026,0.22418642],"study_design_scores_gemma":[0.000023846467,0.00033891405,0.23684038,0.008121078,0.0003679721,0.00097206584,0.41943204,0.0050624767,0.0016709567,0.044699118,0.2823358,0.00013536538],"about_ca_topic_score_codex":0.014314602,"about_ca_topic_score_gemma":0.0135365985,"teacher_disagreement_score":0.014314602,"about_ca_system_score_codex":0.0050271903,"about_ca_system_score_gemma":0.006295355,"threshold_uncertainty_score":0.04281819},"labels":[],"label_agreement":null},{"id":"W4283165499","doi":"10.1016/j.enbenv.2022.06.007","title":"Strategic potential of multi-energy system towards carbon neutrality: A forward-looking overview","year":2022,"lang":"en","type":"article","venue":"Energy and Built Environment","topic":"Integrated Energy Systems Optimization","field":"Engineering","cited_by":83,"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 British Columbia","funders":"Guangdong Science and Technology Department; Science, Technology and Innovation Commission of Shenzhen Municipality; National Natural Science Foundation of China","keywords":"Carbon neutrality; Neutrality; Renewable energy; Extant taxon; Work (physics); Environmental economics; Computer science; Energy system; Risk analysis (engineering); Business; Engineering; Economics; Political science; Electrical engineering; Mechanical engineering","score_opus":0.01308342260667345,"score_gpt":0.19057462965448654,"score_spread":0.1774912070478131,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4283165499","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.003231311,0.91511923,0.018515829,0.009600775,0.0009465911,0.000037510952,0.00008425167,0.00004302752,0.052421454],"genre_scores_gemma":[0.062179442,0.9255684,0.0056362194,0.0014271417,0.0008877294,0.00003917189,0.00007867739,0.000017799148,0.004165327],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99947387,0.0001587342,0.0000345125,0.00008048846,0.00018770144,0.00006467115],"domain_scores_gemma":[0.9994217,0.00033244325,0.000048889036,0.000019131825,0.0001475806,0.000030306719],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009156443,0.0006651756,0.00051051093,0.0016327804,0.0005563693,0.0030795082,0.0006607632,0.0016816212,0.0036014756],"category_scores_gemma":[0.0009793969,0.00026273032,0.00052990235,0.002064181,0.0008040035,0.0033398326,0.00093394716,0.0015402641,0.0007957746],"study_design_candidate":"simulation_or_modeling","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":[0.00004526451,0.00006729287,0.00085995515,0.011117217,0.00009066316,0.00036688423,0.0003959562,0.0089714555,0.0013775451,0.6466947,0.015858753,0.31415433],"study_design_scores_gemma":[0.000005246715,0.00015966198,0.0011461738,0.006602946,0.00010229188,0.00060300814,0.0008171696,0.004464474,0.0010529674,0.1501063,0.8348886,0.00005121396],"about_ca_topic_score_codex":0.001804315,"about_ca_topic_score_gemma":0.002141284,"teacher_disagreement_score":0.0036014756,"about_ca_system_score_codex":0.0016270966,"about_ca_system_score_gemma":0.0024649256,"threshold_uncertainty_score":0.012048066},"labels":[],"label_agreement":null},{"id":"W4384918384","doi":"10.1016/j.enbenv.2023.07.007","title":"Feasibility of achieving net-zero energy performance in high-rise buildings using solar energy","year":2023,"lang":"en","type":"article","venue":"Energy and Built Environment","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":46,"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":"Zero-energy building; Renewable energy; Environmental science; Solar energy; Electricity; Meteorology; Civil engineering; Engineering; Physics; Electrical engineering","score_opus":0.012021294689121305,"score_gpt":0.19238833822426427,"score_spread":0.18036704353514296,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4384918384","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9755509,0.00011167882,0.008456071,0.0001168595,0.000008931822,0.000016093523,0.00006482302,0.00012003335,0.015554484],"genre_scores_gemma":[0.9986407,0.00002947146,0.000948689,0.0000058590736,0.000001324035,0.0000035424841,0.000034058332,0.000008121085,0.00032824732],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99943596,0.00016127007,0.000012142143,0.00006126524,0.00017752993,0.00015175357],"domain_scores_gemma":[0.99954647,0.00011072328,0.000043134012,0.00009245861,0.00012990015,0.000077306446],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000681287,0.00032003608,0.00023352585,0.00019477692,0.00047432023,0.0009957321,0.00050844694,0.00039907193,0.0025156192],"category_scores_gemma":[0.00083328347,0.00018868371,0.0002761255,0.00033447912,0.00066907494,0.0008759104,0.0007092488,0.00036082492,0.00090750295],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0019343625,0.0010104418,0.22724904,0.0005680646,0.00018655171,0.0016388925,0.0009392139,0.30531624,0.28650284,0.024535969,0.0032426934,0.14687559],"study_design_scores_gemma":[0.00031537376,0.00361182,0.421733,0.0001295367,0.00019920369,0.0012031837,0.004643205,0.25869748,0.2629464,0.020548703,0.0257829,0.00018928356],"about_ca_topic_score_codex":0.0040840395,"about_ca_topic_score_gemma":0.014250745,"teacher_disagreement_score":0.0040840395,"about_ca_system_score_codex":0.0005420581,"about_ca_system_score_gemma":0.0006114379,"threshold_uncertainty_score":0.00841558},"labels":[],"label_agreement":null},{"id":"W4392391923","doi":"10.1016/j.enbenv.2024.02.008","title":"Experimental study and performance enhancement of micro heat pipe PV/T system","year":2024,"lang":"en","type":"article","venue":"Energy and Built Environment","topic":"Solar Thermal and Photovoltaic Systems","field":"Energy","cited_by":21,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"National Research Council Canada; Norges Forskningsråd; Ministry of Science and Technology of the People's Republic of China; National Natural Science Foundation of China","keywords":"Performance enhancement; Heat pipe; Materials science; Mechanical engineering; Engineering; Mechanics; Physics; Medicine; Heat transfer","score_opus":0.010144620167740662,"score_gpt":0.2072194481388137,"score_spread":0.19707482797107306,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4392391923","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.989915,0.00022121683,0.007861431,0.000056902863,0.000024212402,0.00012846712,0.0003346401,0.00020930711,0.001248913],"genre_scores_gemma":[0.99564594,0.00014830595,0.0036137085,0.000015483867,0.000008019821,0.0000769016,0.000093370945,0.000011849904,0.00038636758],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9996239,0.000057834473,0.000031369058,0.000116747986,0.00011626355,0.000053909353],"domain_scores_gemma":[0.9997975,0.000045764667,0.000030793737,0.00003326645,0.00008023245,0.00001246997],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00048675228,0.0004468032,0.0004709521,0.00025283362,0.00053454255,0.00038789024,0.00051739474,0.0005104294,0.001060701],"category_scores_gemma":[0.000304787,0.00016594413,0.00050435256,0.00045391032,0.0002856598,0.00047199565,0.00031289313,0.0003906059,0.00023330508],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003798217,0.0003283478,0.0071424125,0.00059950433,0.000029301234,0.0004106836,0.00029901686,0.011351744,0.9628953,0.00029938208,0.0005621031,0.015702328],"study_design_scores_gemma":[0.000064729385,0.0022866908,0.015555785,0.000018086539,0.00005924661,0.00019981262,0.00020103593,0.03150415,0.9475821,0.00014132427,0.002340243,0.00004686967],"about_ca_topic_score_codex":0.0016781475,"about_ca_topic_score_gemma":0.0015514909,"teacher_disagreement_score":0.0016781475,"about_ca_system_score_codex":0.00037403216,"about_ca_system_score_gemma":0.0002232175,"threshold_uncertainty_score":0.0035483837},"labels":[],"label_agreement":null},{"id":"W4393236859","doi":"10.1016/j.enbenv.2024.03.009","title":"Multi-objective optimization of Hybrid Energy Systems based on Life Cycle Exergy and Economic criteria","year":2024,"lang":"en","type":"article","venue":"Energy and Built Environment","topic":"Hybrid Renewable Energy Systems","field":"Energy","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Exergy; Computer science; Energy (signal processing); Mathematical optimization; Economics; Process engineering; Mathematics; Engineering; Statistics","score_opus":0.008422000763237373,"score_gpt":0.2067630350401465,"score_spread":0.19834103427690913,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4393236859","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.09026098,0.0009758103,0.89580804,0.00024098676,0.00005222481,0.000174288,0.000132386,0.00012126454,0.0122339595],"genre_scores_gemma":[0.9202984,0.00044288332,0.07480675,0.000060751525,0.000025524045,0.00042889468,0.00012721583,0.000048310183,0.0037613753],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995466,0.00023388854,0.000015071247,0.00004400221,0.00011096082,0.000049497794],"domain_scores_gemma":[0.9995295,0.00031815574,0.00006124071,0.000016376418,0.000050471743,0.000024256895],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001232921,0.0009811368,0.0009579632,0.0009918989,0.0002755036,0.0013604118,0.0006864655,0.0008206853,0.0012600127],"category_scores_gemma":[0.0014687162,0.0005222315,0.0008411106,0.00070503325,0.00069389306,0.0007780886,0.00076713774,0.00054756674,0.00013378258],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010815648,0.000012980548,0.00013134867,0.00002365863,0.000020127052,0.000017209606,0.0000067370906,0.9943725,0.0002474897,0.0025415167,0.000047806967,0.002567814],"study_design_scores_gemma":[0.00000473909,0.000023316521,0.00008111889,0.0000048199395,0.0000050727117,0.0000050207564,0.0000061428946,0.99792236,0.00011289729,0.0016669083,0.0001654628,0.000002253352],"about_ca_topic_score_codex":0.0025786515,"about_ca_topic_score_gemma":0.00242388,"teacher_disagreement_score":0.0025786515,"about_ca_system_score_codex":0.0009693095,"about_ca_system_score_gemma":0.001001625,"threshold_uncertainty_score":0.0070328116},"labels":[],"label_agreement":null},{"id":"W4396814102","doi":"10.1016/j.enbenv.2024.05.001","title":"Multi-criteria thermal resilience certification scheme for indoor built environments during heat waves","year":2024,"lang":"en","type":"article","venue":"Energy and Built Environment","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"H2020 Marie Skłodowska-Curie Actions; Infrastructure Canada; Office of Science; Biological and Environmental Research; European Commission; Institute for Electronic Arts; Service Public de Wallonie; National Research Council Canada; Arizona State University; U.S. Department of Energy","keywords":"Overheating (electricity); Wet-bulb globe temperature; Thermal comfort; Heat wave; Certification; Environmental science; Resilience (materials science); Operative temperature; Computer science; Meteorology; Architectural engineering; Engineering; Climate change; Air temperature; Geography; Materials science","score_opus":0.012938251810009422,"score_gpt":0.21707971562465406,"score_spread":0.20414146381464462,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4396814102","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.30665037,0.0003354229,0.6704257,0.00047790556,0.00012545162,0.001553837,0.0008385832,0.0013939216,0.018198805],"genre_scores_gemma":[0.91692084,0.00005808509,0.08097768,0.00002903248,0.000014330295,0.00028805024,0.00050797145,0.000030820855,0.0011731425],"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99527234,0.0016099287,0.00044092824,0.00047604972,0.0017526716,0.0004481335],"domain_scores_gemma":[0.99267405,0.0015622464,0.0014438203,0.0007303777,0.0031096041,0.00047988497],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006426973,0.00088623166,0.00059024076,0.0015787851,0.00076783256,0.0013664485,0.0014746098,0.0006774095,0.0021039576],"category_scores_gemma":[0.010094136,0.0002060365,0.00073096505,0.0007598339,0.0006805836,0.0013044731,0.0015959031,0.00078680436,0.0004697747],"study_design_candidate":"theoretical_or_conceptual","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":[0.0010481791,0.00063283736,0.058004532,0.0007478022,0.00017455213,0.0005081559,0.0010116306,0.59762,0.022984406,0.03274647,0.010321245,0.27420014],"study_design_scores_gemma":[0.000073353476,0.0011009095,0.034948144,0.00018009875,0.00006657143,0.00028668178,0.0007995294,0.9268198,0.013712073,0.011145555,0.010700917,0.00016638995],"about_ca_topic_score_codex":0.004731105,"about_ca_topic_score_gemma":0.0049108765,"teacher_disagreement_score":0.006426973,"about_ca_system_score_codex":0.0017708738,"about_ca_system_score_gemma":0.002059248,"threshold_uncertainty_score":0.03398949},"labels":[],"label_agreement":null},{"id":"W4399352433","doi":"10.1016/j.enbenv.2024.06.001","title":"Characterization, optimization, and performance evaluation of PCM with Al2O3 and ZnO hybrid nanoparticles for photovoltaic thermal energy storage","year":2024,"lang":"en","type":"article","venue":"Energy and Built Environment","topic":"Solar Thermal and Photovoltaic Systems","field":"Energy","cited_by":35,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Department of Mechanical Engineering, University of Alberta","keywords":"Materials science; Photovoltaic system; Phase-change material; Response surface methodology; Thermal conductivity; Paraffin wax; Thermal energy storage; Thermal; Composite material; Thermodynamics; Wax; Chemistry; Chromatography; Electrical engineering","score_opus":0.012848065054281092,"score_gpt":0.20027880978922363,"score_spread":0.18743074473494253,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4399352433","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9899719,0.0010094484,0.0074176225,0.00005264604,0.000025405088,0.00006460941,0.000369891,0.000056796453,0.0010317581],"genre_scores_gemma":[0.9899783,0.00057974184,0.008234521,0.000016367643,0.000005163532,0.00008690672,0.00021005118,0.000018313556,0.0008705728],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9998105,0.000017283766,0.000015859583,0.00004291265,0.00009435118,0.000019087429],"domain_scores_gemma":[0.99990594,0.000020728736,0.000021687798,0.000006936453,0.000037451005,0.0000072732237],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00026061994,0.0002907615,0.00027122005,0.00031423717,0.00017431565,0.00028887045,0.00025773892,0.00030403794,0.00036962115],"category_scores_gemma":[0.00028520235,0.00018167777,0.00034868834,0.00029902364,0.00017353421,0.0002767235,0.00016286151,0.0002656137,0.00013691148],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002901554,0.00001691645,0.0002799202,0.00008403911,0.000003618835,0.000036800906,0.000017141909,0.00059791934,0.9968736,0.00005840359,0.000026352669,0.0019762449],"study_design_scores_gemma":[0.000003652684,0.00009307254,0.0010608063,0.000003259676,0.0000069746375,0.00003222353,0.00002142539,0.003164916,0.99507964,0.00002357427,0.0005052143,0.0000052613445],"about_ca_topic_score_codex":0.00089567713,"about_ca_topic_score_gemma":0.0023098334,"teacher_disagreement_score":0.00089567713,"about_ca_system_score_codex":0.00026947426,"about_ca_system_score_gemma":0.00013834798,"threshold_uncertainty_score":0.0019551516},"labels":[],"label_agreement":null},{"id":"W4404449162","doi":"10.1016/j.enbenv.2024.11.005","title":"Experimental investigation for enhancement of heat transfer and friction factor through using V-pattern ribs along with semi-circular perforated manner","year":2024,"lang":"en","type":"article","venue":"Energy and Built Environment","topic":"Heat Transfer Mechanisms","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Department of Mechanical Engineering, University of Alberta; Rajamangala University of Technology Suvarnabhumi; Thailand Science Research and Innovation","keywords":"Heat transfer enhancement; Rib cage; Friction factor; Materials science; Heat transfer; Mechanics; Composite material; Structural engineering; Engineering; Physics; Heat transfer coefficient; Reynolds number","score_opus":0.018325707913882643,"score_gpt":0.20602821988506187,"score_spread":0.18770251197117924,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404449162","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99535346,0.00030496405,0.003139656,0.000023871215,0.000034604196,0.00002231004,0.00012960452,0.0001254072,0.0008660237],"genre_scores_gemma":[0.99308586,0.00017448155,0.0059799724,0.000011943485,0.0000044875933,0.000024471785,0.00006175401,0.00002094788,0.0006360747],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9996462,0.000032691918,0.000024991245,0.0000904396,0.00013447551,0.00007120579],"domain_scores_gemma":[0.9994702,0.00011012429,0.00013762766,0.00009442274,0.00015142797,0.000036286125],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00045818553,0.00041126492,0.00031462478,0.00026522396,0.00017837978,0.00024979658,0.0003426206,0.00047999676,0.0012519743],"category_scores_gemma":[0.0007058477,0.00024465512,0.00032344635,0.00041460138,0.0003267948,0.0003582713,0.00023414585,0.0003628084,0.0002884362],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012452256,0.000041728927,0.0005974164,0.00015707235,0.0000056523854,0.00014279522,0.00006355545,0.00090806687,0.9939856,0.00010744582,0.00012959217,0.0037365337],"study_design_scores_gemma":[0.000011969342,0.0009848027,0.004287537,0.000010650983,0.000014479107,0.00013055927,0.000075819466,0.002826964,0.99062234,0.000030311203,0.0009889047,0.00001569055],"about_ca_topic_score_codex":0.00023828234,"about_ca_topic_score_gemma":0.00054251374,"teacher_disagreement_score":0.0012519743,"about_ca_system_score_codex":0.00015321327,"about_ca_system_score_gemma":0.00012030293,"threshold_uncertainty_score":0.0041882396},"labels":[],"label_agreement":null},{"id":"W4406115627","doi":"10.1016/j.enbenv.2025.01.001","title":"Underground plant factory in a mine tunnel – Part 1: Conceptual design and thermal simulation","year":2025,"lang":"en","type":"article","venue":"Energy and Built Environment","topic":"Mining and Gasification Technologies","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Saskatchewan","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Factory (object-oriented programming); Engineering; Conceptual design; Civil engineering; Environmental science; Architectural engineering; Construction engineering; Computer science; Mechanical engineering","score_opus":0.0242677764431715,"score_gpt":0.20128200033172272,"score_spread":0.17701422388855123,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4406115627","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.48405913,0.00059677486,0.43984726,0.0003839481,0.00014044218,0.0008582279,0.0027359184,0.002081767,0.06929665],"genre_scores_gemma":[0.9086635,0.00038806422,0.074775375,0.000036058056,0.000008880201,0.00080159015,0.00075160194,0.00017312738,0.014401733],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99984586,0.000030855488,0.0000066489492,0.00003072904,0.000059103742,0.000026765181],"domain_scores_gemma":[0.99983215,0.000055011606,0.00002178761,0.00003281546,0.000037981237,0.000020193625],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00028415062,0.0004507008,0.0005094378,0.0003226813,0.00040665932,0.0008779421,0.0008892353,0.0009128129,0.010028643],"category_scores_gemma":[0.00033009954,0.00046808485,0.00093804626,0.000387422,0.00040245973,0.00046156804,0.0005452008,0.00048039065,0.0010326913],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011120128,0.00009782997,0.00306454,0.0002274654,0.000017601107,0.00024444168,0.00010987158,0.96699554,0.013151519,0.0037021046,0.000924837,0.011353055],"study_design_scores_gemma":[0.000057409587,0.00020791116,0.0017054267,0.000044469434,0.000023193777,0.00013520796,0.00013423663,0.9833054,0.004685322,0.0013702477,0.008306032,0.000025173054],"about_ca_topic_score_codex":0.0041766255,"about_ca_topic_score_gemma":0.0035116416,"teacher_disagreement_score":0.010028643,"about_ca_system_score_codex":0.0006305637,"about_ca_system_score_gemma":0.0010671238,"threshold_uncertainty_score":0.03354913},"labels":[],"label_agreement":null},{"id":"W4406634670","doi":"10.1016/j.enbenv.2025.01.003","title":"Development of a novel biomass-wind energy system for clean hydrogen production along with other useful products for a residential community","year":2025,"lang":"en","type":"article","venue":"Energy and Built Environment","topic":"Hybrid Renewable Energy Systems","field":"Energy","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Biomass (ecology); Environmental science; Wind power; Production (economics); Clean energy; Hydrogen production; Renewable energy; Waste management; Environmental engineering; Environmental protection; Hydrogen; Engineering; Chemistry; Economics; Oceanography; Geology; Electrical engineering","score_opus":0.021246830869169953,"score_gpt":0.21825822505003015,"score_spread":0.1970113941808602,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4406634670","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7222423,0.0012947514,0.24585786,0.00036873078,0.0003600461,0.00068052305,0.00096977904,0.0029163111,0.025309661],"genre_scores_gemma":[0.9273729,0.00039749197,0.05864592,0.00006359731,0.000020231346,0.00018642657,0.0006485132,0.00006197804,0.012602987],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9999174,0.000007845787,0.000005368425,0.000020114867,0.00003644653,0.000012782422],"domain_scores_gemma":[0.99996734,0.0000022116096,0.000002815397,0.000004159803,0.000016237096,0.000007229962],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000111479356,0.00033530057,0.00038912022,0.00030544764,0.00053813844,0.0003958115,0.00053207105,0.0003866168,0.003075997],"category_scores_gemma":[0.000070267604,0.00015309162,0.00037645156,0.00030253062,0.00008949037,0.00054400915,0.00040453294,0.00029652083,0.001158254],"study_design_candidate":"simulation_or_modeling","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":[0.000476383,0.00054364896,0.0063218754,0.00097263494,0.00007104316,0.0012194864,0.00015643389,0.02131818,0.7449203,0.0034318047,0.0042089955,0.21635918],"study_design_scores_gemma":[0.000267886,0.0025143337,0.015635476,0.000095182055,0.00022540028,0.0014874851,0.00032984934,0.2372541,0.6561325,0.0018254358,0.08411809,0.000114217175],"about_ca_topic_score_codex":0.0008248919,"about_ca_topic_score_gemma":0.0020739974,"teacher_disagreement_score":0.003075997,"about_ca_system_score_codex":0.0002121702,"about_ca_system_score_gemma":0.000449051,"threshold_uncertainty_score":0.0102902055},"labels":[],"label_agreement":null},{"id":"W4407386736","doi":"10.1016/j.enbenv.2025.02.003","title":"Experimental investigation of building mock-ups and air source heat pumps in cold climates","year":2025,"lang":"en","type":"article","venue":"Energy and Built Environment","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Ontario Tech University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Cold climate; Air source heat pumps; Environmental science; Nuclear engineering; Mechanical engineering; Architectural engineering; Heat pump; Meteorology; Engineering; Heat exchanger; Physics","score_opus":0.004109528366490911,"score_gpt":0.17731181998663229,"score_spread":0.17320229162014136,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4407386736","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9967423,0.000037436406,0.0023412823,0.0000096696,0.000016174223,0.000036389087,0.00015765885,0.0000628394,0.000596292],"genre_scores_gemma":[0.9968167,0.000040376475,0.0022942233,0.000006317491,0.0000027090464,0.000038394064,0.00013227075,0.00001759375,0.00065148267],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99954885,0.00006192434,0.000018306439,0.000081931095,0.00018527661,0.00010364442],"domain_scores_gemma":[0.9993243,0.00019965174,0.000055854005,0.00013762045,0.00019222508,0.000090286056],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004732312,0.0006174922,0.00046012932,0.00028540744,0.00051253627,0.00042814823,0.000590092,0.0005188608,0.0018073063],"category_scores_gemma":[0.0012204371,0.00027383756,0.0005171019,0.0002593622,0.0005307675,0.00038686398,0.0004582266,0.00053502835,0.00026547394],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0025506397,0.001320498,0.011357428,0.0004428014,0.00006709931,0.0005000624,0.0008154954,0.08055624,0.8783509,0.0011974158,0.0007729376,0.022068452],"study_design_scores_gemma":[0.000109246444,0.0061954544,0.04259483,0.000034374676,0.0000936531,0.00018563963,0.0005290529,0.07176311,0.8749767,0.00030214584,0.0031448307,0.00007106152],"about_ca_topic_score_codex":0.002661024,"about_ca_topic_score_gemma":0.00433601,"teacher_disagreement_score":0.002661024,"about_ca_system_score_codex":0.0004326286,"about_ca_system_score_gemma":0.00037296963,"threshold_uncertainty_score":0.0060460567},"labels":[],"label_agreement":null},{"id":"W4408578495","doi":"10.1016/j.enbenv.2025.03.001","title":"Numerical simulation of heat transfer through rock envelope of a plant factory in an underground mine tunnel","year":2025,"lang":"en","type":"article","venue":"Energy and Built Environment","topic":"Rock Mechanics and Modeling","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Saskatchewan","funders":"Natural Sciences and Engineering Research Council of Canada; University of Saskatchewan","keywords":"Factory (object-oriented programming); Computer simulation; Envelope (radar); Mining engineering; Building envelope; Heat transfer; Geotechnical engineering; Geology; Engineering; Environmental science; Mechanics; Computer science; Meteorology; Aerospace engineering; Simulation; Geography; Physics","score_opus":0.016588547045621783,"score_gpt":0.21431691418106508,"score_spread":0.19772836713544328,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4408578495","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9816876,0.000058336373,0.011953044,0.00010467064,0.000026227446,0.000028758988,0.00023172065,0.0001655913,0.0057439455],"genre_scores_gemma":[0.996223,0.000033123877,0.0021619936,0.00000857411,0.000002033814,0.000024762592,0.00009801157,0.000011823089,0.0014367],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99988365,0.000018968112,0.0000065196173,0.000022466236,0.00003065737,0.000037666727],"domain_scores_gemma":[0.99969196,0.0001584116,0.000037813537,0.000026164613,0.000051745545,0.00003398122],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002383603,0.00038034204,0.0005122635,0.00026361833,0.0006372292,0.00064239185,0.0006033418,0.0012741758,0.0021441937],"category_scores_gemma":[0.00053479837,0.00025084623,0.0006993931,0.0003840348,0.00059042,0.00041582304,0.00047126086,0.00048125276,0.0001945069],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000927606,0.00006123598,0.003334279,0.000036147496,0.0000083956,0.00027117477,0.000096436626,0.985255,0.008300211,0.00045380756,0.00018485053,0.0019057225],"study_design_scores_gemma":[0.0000142849785,0.000060628332,0.0011688324,0.0000051111924,0.0000041578514,0.000029291732,0.00007497467,0.996942,0.001440644,0.000095302275,0.00015654477,0.000008172914],"about_ca_topic_score_codex":0.011929766,"about_ca_topic_score_gemma":0.0050452035,"teacher_disagreement_score":0.011929766,"about_ca_system_score_codex":0.00055353256,"about_ca_system_score_gemma":0.00070272136,"threshold_uncertainty_score":0.023720682},"labels":[],"label_agreement":null},{"id":"W4410176803","doi":"10.1016/j.enbenv.2025.05.002","title":"Underground Plant Factory in a Mine Tunnel – Part 2: Passive Ventilation Integration and Economic Feasibility","year":2025,"lang":"en","type":"article","venue":"Energy and Built Environment","topic":"Underground infrastructure and sustainability","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Saskatchewan","funders":"Natural Sciences and Engineering Research Council of Canada; University of Saskatchewan","keywords":"Factory (object-oriented programming); Ventilation (architecture); Engineering; Civil engineering; Mining engineering; Environmental science; Architectural engineering; Mechanical engineering; Computer science","score_opus":0.0066267466087157854,"score_gpt":0.19201965389502418,"score_spread":0.1853929072863084,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4410176803","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9913434,0.000024544954,0.0036115479,0.000024904388,0.0000031790576,0.000076057055,0.00013734067,0.000032382413,0.0047466494],"genre_scores_gemma":[0.99500245,0.000033055163,0.0033470734,0.000002961609,7.1287974e-7,0.00003453879,0.000115556424,0.0000059334316,0.0014576571],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99972147,0.000046891306,0.0000071464674,0.000046247522,0.0000944083,0.00008387219],"domain_scores_gemma":[0.99976724,0.00007430389,0.00002940717,0.000035662415,0.00006144027,0.00003181709],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00052590907,0.0003267088,0.00030287696,0.00024339037,0.00052036723,0.0009583684,0.00064612814,0.00050042936,0.0030067964],"category_scores_gemma":[0.0006224405,0.00023063621,0.0006174863,0.00034122984,0.00039789415,0.0005956094,0.00044264362,0.0004217699,0.0002265134],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0014416351,0.0017924618,0.115208544,0.0003668503,0.00011222835,0.0017703401,0.00041293178,0.7276297,0.075746864,0.0056017693,0.0011064784,0.068810225],"study_design_scores_gemma":[0.00024800684,0.0042597754,0.14295653,0.00007441979,0.00015294655,0.00048087104,0.0019967633,0.8022946,0.039186474,0.0015625099,0.006693124,0.000094032825],"about_ca_topic_score_codex":0.046805266,"about_ca_topic_score_gemma":0.06555588,"teacher_disagreement_score":0.046805266,"about_ca_system_score_codex":0.0018410523,"about_ca_system_score_gemma":0.00176687,"threshold_uncertainty_score":0.09306568},"labels":[],"label_agreement":null},{"id":"W4410432922","doi":"10.1016/j.enbenv.2025.05.004","title":"Operating performance of middle-deep coaxial borehole heat exchangers based on TRNSYS simulation","year":2025,"lang":"en","type":"article","venue":"Energy and Built Environment","topic":"Geothermal Energy Systems and Applications","field":"Energy","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Key Technology Research and Development Program of Shandong; Ministry of Natural Resources","keywords":"TRNSYS; Heat exchanger; Borehole; Coaxial; Geology; Environmental science; Mechanics; Mechanical engineering; Engineering; Geotechnical engineering; Meteorology; Thermal; Physics","score_opus":0.013148422143858052,"score_gpt":0.2123973917963532,"score_spread":0.19924896965249514,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4410432922","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95665365,0.00010225467,0.03754488,0.000055788332,0.00002124505,0.000048682654,0.00029361303,0.00083532004,0.004444681],"genre_scores_gemma":[0.9959539,0.000023573008,0.0033879157,0.0000036542897,0.0000010306021,0.000024064138,0.00008419226,0.000019475508,0.0005022295],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99980885,0.000037146954,0.000013534269,0.000036607333,0.000057038593,0.00004670803],"domain_scores_gemma":[0.9996697,0.00015622519,0.000038763777,0.00003281047,0.000078380814,0.000024208019],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003947549,0.0005874705,0.00049168995,0.00040583502,0.00034039916,0.0005063494,0.00064848445,0.00054890546,0.0022702096],"category_scores_gemma":[0.0005497568,0.0002539546,0.0006915735,0.00026931913,0.00037154212,0.000499682,0.0003645798,0.00037808044,0.00017775378],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016746605,0.0000870858,0.004158185,0.00008024074,0.000018026098,0.000056948225,0.00007597135,0.97549725,0.0127894245,0.0006154798,0.00022567173,0.0062283287],"study_design_scores_gemma":[0.000008994926,0.00005459918,0.0007896197,0.0000027920182,0.0000047952954,0.0000048580855,0.000016119506,0.9949014,0.0040128357,0.000057001373,0.00014101974,0.000005840058],"about_ca_topic_score_codex":0.015993996,"about_ca_topic_score_gemma":0.006651889,"teacher_disagreement_score":0.015993996,"about_ca_system_score_codex":0.00065371644,"about_ca_system_score_gemma":0.0006925724,"threshold_uncertainty_score":0.03180176},"labels":[],"label_agreement":null},{"id":"W4410452354","doi":"10.1016/j.enbenv.2025.05.005","title":"Breaking-down building design problems with decomposition approaches: A review","year":2025,"lang":"en","type":"review","venue":"Energy and Built Environment","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"Natural Sciences and Engineering Research Council of Canada; Canadian Network for Research and Innovation in Machining Technology, Natural Sciences and Engineering Research Council of Canada","keywords":"Decomposition; Architectural engineering; Computer science; Engineering; Chemistry","score_opus":0.029864368460827462,"score_gpt":0.2313341347082064,"score_spread":0.20146976624737895,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4410452354","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0002972965,0.99381316,0.0033865373,0.00023516115,0.00013679508,0.00002372198,0.000040357525,0.00001862258,0.002048349],"genre_scores_gemma":[0.0022689467,0.99380845,0.0031726556,0.00012691294,0.000095855845,0.00002974932,0.0000668364,0.0000097605625,0.0004208089],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9990759,0.00019343647,0.0001745401,0.00017536631,0.00033275664,0.00004788715],"domain_scores_gemma":[0.99762005,0.001698099,0.00021658422,0.000074794276,0.0003478832,0.000042583826],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0016419268,0.0019670322,0.0020296809,0.0039330022,0.00046406526,0.001973687,0.0017679813,0.001597758,0.0053571514],"category_scores_gemma":[0.0038307852,0.00091281807,0.0019505026,0.005059921,0.00092090917,0.0023530559,0.0011759318,0.0014269107,0.0018142072],"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":[0.000040575054,0.00009957347,0.0003880188,0.08480185,0.0002818692,0.00016309494,0.00020141575,0.0056805667,0.0012267543,0.024085928,0.014569742,0.86846066],"study_design_scores_gemma":[0.000019427129,0.00015380916,0.0010187245,0.030380089,0.0006138014,0.00074231665,0.00023637491,0.002013984,0.0014088562,0.012858151,0.9504727,0.00008171346],"about_ca_topic_score_codex":0.002716357,"about_ca_topic_score_gemma":0.0040536122,"teacher_disagreement_score":0.0053571514,"about_ca_system_score_codex":0.0009106263,"about_ca_system_score_gemma":0.0023718071,"threshold_uncertainty_score":0.017921448},"labels":[],"label_agreement":null},{"id":"W4412805372","doi":"10.1016/j.enbenv.2025.07.003","title":"Development and validation of a thermal comfort model for sleeping environments","year":2025,"lang":"en","type":"article","venue":"Energy and Built Environment","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"National Research Council Canada","funders":"Infrastructure Canada; National Research Council Canada","keywords":"Thermal comfort; Computer science; Geography; Meteorology","score_opus":0.009561940007928321,"score_gpt":0.1866490453764306,"score_spread":0.17708710536850228,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4412805372","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.363365,0.0004423459,0.6270283,0.00024608988,0.0001086091,0.00016644655,0.0006257134,0.00073681364,0.0072807437],"genre_scores_gemma":[0.9667395,0.00013196029,0.030442514,0.00003971783,0.000015277215,0.00020388259,0.00045660132,0.00003779157,0.0019327975],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99981195,0.000048919137,0.000014102718,0.000055757017,0.00004005065,0.00002930655],"domain_scores_gemma":[0.9997328,0.00011456941,0.00002541013,0.000017797556,0.00009659865,0.000012801507],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00047246876,0.00057805644,0.000516226,0.0003134126,0.00032161037,0.000646033,0.0010644703,0.0008731393,0.0010300099],"category_scores_gemma":[0.0010665384,0.0002883045,0.0010068303,0.0002418419,0.0002552027,0.00042681227,0.0006127522,0.00077627413,0.00027061303],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000031296215,0.000026522279,0.002353257,0.000040634714,0.00002077973,0.000050220882,0.000038819573,0.98555773,0.002081831,0.0006033801,0.00018975517,0.009005847],"study_design_scores_gemma":[0.000003858598,0.00001854637,0.00067759847,0.0000048143734,0.0000060735074,0.000008243058,0.000007541911,0.99843484,0.0004005284,0.00020156876,0.00023133347,0.000004920836],"about_ca_topic_score_codex":0.0146521665,"about_ca_topic_score_gemma":0.008679222,"teacher_disagreement_score":0.0146521665,"about_ca_system_score_codex":0.00047431162,"about_ca_system_score_gemma":0.0008390988,"threshold_uncertainty_score":0.029133737},"labels":[],"label_agreement":null}]}