{"meta":{"query_hash":"b86011e51e44","filters":{"venue":"Building Research & Information"},"cohort_total":36,"direct_labels_cover":0,"predictions_cover":36,"exported":36,"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/b86011e51e44","api":"https://metacan.xera.ac/api/v1/cohort?venue=Building+Research+%26+Information"},"results":[{"id":"W1585588580","doi":"10.1080/09613218.2015.1036227","title":"Learning from failure: understanding the anticipated–achieved building energy performance gap","year":2015,"lang":"en","type":"article","venue":"Building Research & Information","topic":"Sustainable Building Design and Assessment","field":"Engineering","cited_by":76,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of British Columbia Hospital; University of British Columbia","funders":"","keywords":"Sustainability; Key (lock); Energy (signal processing); Architectural engineering; Energy performance; Building science; Efficient energy use; Building design; Computer science; Process management; Business; Environmental economics; Engineering; Economics; Computer security","score_opus":0.10812446411097032,"score_gpt":0.31637050573931547,"score_spread":0.20824604162834515,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1585588580","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":[0.76565397,0.005557351,0.053818244,0.05950835,0.00038385123,0.0002376759,0.00034797666,0.0002729679,0.11421967],"genre_scores_gemma":[0.9947785,0.00084208674,0.0027476444,0.0006419624,0.00004534461,0.00008122489,0.000070474984,0.000043340606,0.0007494555],"study_design_codex":"qualitative","study_design_gemma":"observational","domain_scores_codex":[0.9785953,0.00928904,0.0011710586,0.0016992156,0.00569466,0.003550824],"domain_scores_gemma":[0.91812724,0.05678506,0.009320991,0.0026558563,0.009289125,0.003821801],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03407854,0.0009108112,0.0011849514,0.0065446235,0.004729808,0.016172497,0.0046202284,0.0043613673,0.0037500123],"category_scores_gemma":[0.08061505,0.00050372555,0.0006188372,0.003949948,0.023838557,0.036578994,0.01799707,0.007923355,0.0006044253],"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":[0.00046005842,0.00075606426,0.084604576,0.001750611,0.00009784622,0.001970998,0.3966045,0.011027065,0.0010066532,0.31030872,0.0072145765,0.18419829],"study_design_scores_gemma":[0.00003391967,0.0006579206,0.04453814,0.0017023195,0.000042153482,0.00072654075,0.50783724,0.011520469,0.0014378087,0.38979006,0.0415103,0.00020313253],"about_ca_topic_score_codex":0.0060502226,"about_ca_topic_score_gemma":0.004727797,"teacher_disagreement_score":0.03407854,"about_ca_system_score_codex":0.013663499,"about_ca_system_score_gemma":0.00796245,"threshold_uncertainty_score":0.18022668},"labels":[],"label_agreement":null},{"id":"W1967000343","doi":"10.1080/09613218.2011.610608","title":"Transitioning from green to regenerative design","year":2011,"lang":"en","type":"article","venue":"Building Research & Information","topic":"Sustainable Building Design and Assessment","field":"Engineering","cited_by":230,"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":"","keywords":"Sustainable design; Sustainability; Ecology; Biology","score_opus":0.10050780441243956,"score_gpt":0.31460560075712674,"score_spread":0.21409779634468717,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1967000343","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":[0.03206157,0.0055528055,0.78787357,0.018821716,0.0007838336,0.00020915396,0.00009827176,0.00046708033,0.1541321],"genre_scores_gemma":[0.4471858,0.008044845,0.49827215,0.003776308,0.00034391313,0.00055857655,0.0001419579,0.0005450232,0.04113132],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9924825,0.0032345923,0.0003278284,0.00070128264,0.0027616331,0.000492085],"domain_scores_gemma":[0.995002,0.002166928,0.00024771958,0.0010974783,0.0011673708,0.0003185889],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009816837,0.0007633483,0.0004908501,0.0017063876,0.0016310813,0.0074096285,0.002224319,0.0024979394,0.0033485896],"category_scores_gemma":[0.0058133113,0.0005673524,0.0010667299,0.0010123912,0.013492836,0.0062330635,0.004809876,0.0045730677,0.0010111405],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002431596,0.000053230302,0.00083269976,0.00028942898,0.00001689441,0.00006416032,0.003647542,0.0071724975,0.0017743392,0.9157201,0.002819578,0.06758506],"study_design_scores_gemma":[0.000020508627,0.00017957004,0.00088254886,0.000450864,0.000024350764,0.0002205983,0.0029423542,0.012844689,0.0033645823,0.65433884,0.3246776,0.00005353223],"about_ca_topic_score_codex":0.002111387,"about_ca_topic_score_gemma":0.0033787698,"teacher_disagreement_score":0.009816837,"about_ca_system_score_codex":0.005704674,"about_ca_system_score_gemma":0.00469004,"threshold_uncertainty_score":0.051917017},"labels":[],"label_agreement":null},{"id":"W1981418322","doi":"10.1080/09613218.2012.617516","title":"Regenerative design and development: current theory and practice","year":2011,"lang":"en","type":"article","venue":"Building Research & Information","topic":"Sustainable Building Design and Assessment","field":"Engineering","cited_by":217,"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":"","keywords":"Current (fluid); Architectural engineering; Development (topology); Engineering; Systems engineering; Engineering ethics; Electrical engineering; Mathematics","score_opus":0.10519956819373288,"score_gpt":0.3569219629165793,"score_spread":0.2517223947228464,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1981418322","genre_codex":"other","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":[0.013022801,0.38401508,0.12060962,0.07428424,0.0012978952,0.00019532318,0.0001036015,0.00026102184,0.40621036],"genre_scores_gemma":[0.5512087,0.32229608,0.078239106,0.008458085,0.0010961266,0.0006149853,0.00012043326,0.00022772935,0.037738744],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99218255,0.0043344432,0.00039709627,0.0007246781,0.001977488,0.00038375997],"domain_scores_gemma":[0.9850761,0.0116409315,0.00048174677,0.0011796411,0.0010986025,0.0005230434],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.013399296,0.0008871238,0.0010867697,0.0035917556,0.003982862,0.014719877,0.0034522666,0.0054154303,0.009660741],"category_scores_gemma":[0.012891703,0.00064936024,0.0005778692,0.0063500227,0.04285866,0.0063583474,0.00518429,0.00419236,0.0020081524],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000027775903,0.0000776849,0.00045804225,0.001272086,0.000008178205,0.0000457181,0.0042169234,0.0015401897,0.00010675126,0.88114214,0.0077219782,0.10338257],"study_design_scores_gemma":[0.000019607187,0.000058540438,0.00042129544,0.004579868,0.000010359889,0.00013750361,0.00889241,0.0019560282,0.0004209436,0.56744164,0.41603497,0.000026762202],"about_ca_topic_score_codex":0.005599045,"about_ca_topic_score_gemma":0.0079815695,"teacher_disagreement_score":0.014719877,"about_ca_system_score_codex":0.0107776,"about_ca_system_score_gemma":0.013698656,"threshold_uncertainty_score":0.07819736},"labels":[],"label_agreement":null},{"id":"W1993749904","doi":"10.1080/09613210320000976","title":"Adapting to climate change in Canada","year":2003,"lang":"en","type":"article","venue":"Building Research & Information","topic":"Flood Risk Assessment and Management","field":"Environmental Science","cited_by":49,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"International Institute for Sustainable Development","funders":"Natural Resources Canada","keywords":"Political science; Climate change; Climate change adaptation; Adaptation (eye); Geography; Welfare economics; Psychology; Economics","score_opus":0.04430958626884275,"score_gpt":0.3321983557768657,"score_spread":0.28788876950802295,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1993749904","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":[0.49569196,0.0067835287,0.0017462844,0.032340877,0.00039019703,0.00032845116,0.0026500775,0.00021139122,0.45985717],"genre_scores_gemma":[0.9253762,0.005466142,0.0024126698,0.0029271855,0.000039829087,0.000059891896,0.0008074726,0.00003333365,0.0628773],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9992341,0.00004622039,0.000013799523,0.000055626777,0.00028051026,0.0003697326],"domain_scores_gemma":[0.9993874,0.00004500915,0.000033242053,0.000015204307,0.00029275657,0.0002263974],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005212093,0.00020169646,0.00012934055,0.00076594704,0.006761183,0.0027434665,0.00067958503,0.00066575466,0.004114868],"category_scores_gemma":[0.001042903,0.00011188331,0.00026776324,0.0020660677,0.001480719,0.00033589438,0.0012496255,0.0007602963,0.00018777754],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017077319,0.0002864538,0.21336766,0.0011697122,0.00013167522,0.0035239477,0.041281868,0.015100873,0.008127072,0.17643748,0.14066432,0.39973822],"study_design_scores_gemma":[0.000019408148,0.00004678914,0.30188483,0.00021077888,0.000046790796,0.00019103418,0.01984358,0.0025173156,0.0011232564,0.0049080076,0.6691041,0.000104198625],"about_ca_topic_score_codex":0.9960892,"about_ca_topic_score_gemma":0.9984257,"teacher_disagreement_score":0.06847862,"about_ca_system_score_codex":0.06847862,"about_ca_system_score_gemma":0.13479841,"threshold_uncertainty_score":0.49684948},"labels":[],"label_agreement":null},{"id":"W1997001039","doi":"10.1080/09613218.2014.895248","title":"On adaptive occupant-learning window blind and lighting controls","year":2014,"lang":"en","type":"article","venue":"Building Research & Information","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":82,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Carleton University","funders":"","keywords":"Window (computing); Set (abstract data type); Computer science; Control (management); Automation; Energy consumption; Kalman filter; Energy (signal processing); Control system; Simulation; Engineering; Artificial intelligence; Control engineering","score_opus":0.018729260659518715,"score_gpt":0.2707446117575489,"score_spread":0.2520153510980302,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1997001039","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":[0.20493712,0.00028057268,0.79001784,0.000121272264,0.000033522607,0.00005606703,0.000022599703,0.00018246805,0.004348501],"genre_scores_gemma":[0.9880576,0.000074326796,0.01073266,0.000022530478,0.000012305764,0.000023503586,0.000010737557,0.0000061420565,0.0010602688],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.9995431,0.00015314744,0.00001671929,0.00010679889,0.000109741675,0.000070573595],"domain_scores_gemma":[0.9992466,0.00044383874,0.00011559976,0.000056195444,0.00010496869,0.000032937918],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00067552633,0.00051288056,0.00041872062,0.00015988768,0.00020918922,0.0004273217,0.0006773685,0.00047807072,0.0009649649],"category_scores_gemma":[0.0019575153,0.00018169993,0.00029065812,0.00015231511,0.00071196107,0.0004460791,0.00050816813,0.0005041077,0.00012914324],"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":[0.00023210731,0.00013549201,0.0017849666,0.000055678505,0.000028949693,0.000045171477,0.000120916266,0.9531664,0.005525778,0.0033224826,0.0001892514,0.03539284],"study_design_scores_gemma":[0.000010654143,0.00012316786,0.00066097925,0.0000028162526,0.0000059299623,0.000009318257,0.00001337961,0.9973726,0.00097071717,0.00064705376,0.00017704706,0.0000063751736],"about_ca_topic_score_codex":0.01051851,"about_ca_topic_score_gemma":0.005449639,"teacher_disagreement_score":0.01051851,"about_ca_system_score_codex":0.00044740265,"about_ca_system_score_gemma":0.00044437274,"threshold_uncertainty_score":0.020914614},"labels":[],"label_agreement":null},{"id":"W1999106719","doi":"10.1080/09613210802553334","title":"Comfort in a brave new world","year":2009,"lang":"en","type":"article","venue":"Building Research & Information","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Positivism; Sociology; Humanities; Quarter (Canadian coin); Political science; Philosophy; Law; History; Archaeology","score_opus":0.026947990579575462,"score_gpt":0.30631927395194664,"score_spread":0.27937128337237116,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1999106719","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.009544349,0.04640636,0.0023826857,0.66782033,0.03610844,0.000023321389,0.00011379587,0.0000881094,0.23751259],"genre_scores_gemma":[0.39010286,0.049307045,0.0018127231,0.32824808,0.06027856,0.00017211353,0.00020273046,0.0003651025,0.16951083],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9930808,0.0030818572,0.00021068897,0.00077484973,0.0020911458,0.00076062913],"domain_scores_gemma":[0.996323,0.001961166,0.00029594908,0.00021115821,0.00077513227,0.00043363645],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002835795,0.0005002333,0.00073046156,0.0011586568,0.0072969906,0.01439574,0.0014903318,0.006949483,0.012008114],"category_scores_gemma":[0.006795021,0.00025473014,0.0006915507,0.0012243709,0.015082748,0.01240038,0.0061077457,0.009361738,0.002326362],"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":[0.000057590394,0.00003120184,0.00044637002,0.00038414233,0.000011070576,0.00028078211,0.06453198,0.0001017119,0.00024119386,0.5202939,0.38156396,0.032056138],"study_design_scores_gemma":[0.0000031036645,0.000014557638,0.00050445984,0.00039993323,0.0000033094657,0.00008835115,0.016247585,0.000045816963,0.00007877954,0.014251752,0.9683455,0.000016775275],"about_ca_topic_score_codex":0.007916899,"about_ca_topic_score_gemma":0.013711882,"teacher_disagreement_score":0.01439574,"about_ca_system_score_codex":0.0057396865,"about_ca_system_score_gemma":0.0045685763,"threshold_uncertainty_score":0.041644573},"labels":[],"label_agreement":null},{"id":"W2002501221","doi":"10.1080/09613210902781470","title":"The ecological crisis and self-delusion: implications for the building sector","year":2009,"lang":"en","type":"article","venue":"Building Research & Information","topic":"Sustainable Development and Environmental Policy","field":"Environmental Science","cited_by":100,"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":"","keywords":"Ecological crisis; Status quo; Sustainability; Mainstream; New Urbanism; Environmental ethics; Political economy; Economics; Economic system; Sociology; Political science; Ecology; Urbanism; Market economy; Law; Architecture","score_opus":0.028885060665799246,"score_gpt":0.3279362404711793,"score_spread":0.29905117980538004,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2002501221","genre_codex":"commentary","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":[0.03615632,0.009856471,0.0010914635,0.84310853,0.0007292206,0.000025658677,0.000026706435,0.000018774186,0.1089869],"genre_scores_gemma":[0.911065,0.014120628,0.00071252976,0.057017844,0.0011151102,0.00010938378,0.00002402616,0.000028398481,0.015807139],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9944465,0.0035851863,0.00007262935,0.0002281411,0.00042866566,0.0012388087],"domain_scores_gemma":[0.9836902,0.009680806,0.0008772958,0.0003717555,0.0015911929,0.003788803],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0071697636,0.00041204836,0.00043689375,0.0015335432,0.014228002,0.013342664,0.001829453,0.010906812,0.017378269],"category_scores_gemma":[0.011074959,0.0002685727,0.0006199447,0.0018296795,0.04066895,0.016823353,0.010653239,0.008234591,0.0012081135],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000069628986,0.00026839896,0.003140224,0.0001548796,0.0000095356,0.0014876426,0.05572235,0.00042684237,0.00011628712,0.86781967,0.044098586,0.02668604],"study_design_scores_gemma":[0.000048574973,0.000050982508,0.0035001528,0.00057717727,0.0000067608034,0.0005428088,0.25284034,0.00072233315,0.000119685414,0.60830885,0.13322806,0.000054384065],"about_ca_topic_score_codex":0.012443124,"about_ca_topic_score_gemma":0.015019756,"teacher_disagreement_score":0.017378269,"about_ca_system_score_codex":0.010651486,"about_ca_system_score_gemma":0.010530592,"threshold_uncertainty_score":0.07728231},"labels":[],"label_agreement":null},{"id":"W2003172121","doi":"10.1080/09613218.2014.950452","title":"Shifting from net-zero to net-positive energy buildings","year":2014,"lang":"en","type":"article","venue":"Building Research & Information","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":82,"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":"","keywords":"Zero-energy building; Framing (construction); Net present value; Architectural engineering; Renewable energy; CLARITY; Energy (signal processing); Net energy; Efficient energy use; Environmental economics; Computer science; Engineering; Economics; Civil engineering; Mathematics; Microeconomics","score_opus":0.011847358676075554,"score_gpt":0.2530362775372297,"score_spread":0.24118891886115412,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2003172121","genre_codex":"other","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":[0.10425718,0.014424455,0.21511906,0.06553068,0.002859048,0.0000657108,0.00010006113,0.00024081097,0.59740293],"genre_scores_gemma":[0.94972664,0.0058284733,0.020562463,0.00687875,0.00074845675,0.000071486276,0.00004345196,0.00016189816,0.015978334],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99561864,0.0017399939,0.00012593024,0.0005463758,0.0016566381,0.00031241658],"domain_scores_gemma":[0.997703,0.0010052571,0.00020299324,0.00038739207,0.0004908669,0.0002104665],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004526691,0.0008323979,0.00044027917,0.0009962972,0.0014140818,0.006418864,0.00135473,0.0021011832,0.0029833636],"category_scores_gemma":[0.0045169354,0.00026233334,0.00041452452,0.00088164565,0.020478778,0.009069849,0.0066474043,0.0044125845,0.00085109874],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000015710322,0.0000145059685,0.00025744268,0.00007358882,0.0000034789798,0.000022674138,0.00055274577,0.0009166709,0.00031864748,0.98254263,0.0013452317,0.013936613],"study_design_scores_gemma":[0.00000927579,0.000087986526,0.0010112512,0.0003016559,0.00000916227,0.00016670513,0.0018836728,0.0018631715,0.001456149,0.8662302,0.12695019,0.000030603147],"about_ca_topic_score_codex":0.0008849267,"about_ca_topic_score_gemma":0.0020923952,"teacher_disagreement_score":0.006418864,"about_ca_system_score_codex":0.003445801,"about_ca_system_score_gemma":0.0013051255,"threshold_uncertainty_score":0.025001168},"labels":[],"label_agreement":null},{"id":"W2012118767","doi":"10.1080/09613218.2011.599057","title":"Motivating stakeholders to deliver environmental change","year":2011,"lang":"en","type":"article","venue":"Building Research & Information","topic":"Sustainable Building Design and Assessment","field":"Engineering","cited_by":42,"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":"","keywords":"Environmental change; Business; Environmental planning; Process management; Environmental resource management; Engineering; Climate change; Environmental science","score_opus":0.21763190924959921,"score_gpt":0.31165843507505514,"score_spread":0.09402652582545593,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2012118767","genre_codex":"commentary","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":[0.019579647,0.011529041,0.013863491,0.69529325,0.07210884,0.00033713653,0.0001115126,0.0003991259,0.18677795],"genre_scores_gemma":[0.33524507,0.03843144,0.020724552,0.24433526,0.057329122,0.0011539754,0.0004483185,0.001163675,0.30116865],"study_design_codex":"not_applicable","study_design_gemma":"observational","domain_scores_codex":[0.98686117,0.0076829954,0.0004177626,0.00076145993,0.0026965647,0.0015800094],"domain_scores_gemma":[0.97545546,0.014174719,0.0017138208,0.0008751291,0.0034684176,0.004312508],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01623881,0.00094690104,0.0006099016,0.0014281982,0.0097242,0.014163274,0.0016857017,0.010398148,0.01742693],"category_scores_gemma":[0.021238223,0.00058083475,0.0006813136,0.0013075916,0.004754135,0.010211974,0.01335611,0.007646464,0.0048964988],"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":[0.00006478386,0.00032510757,0.0023481473,0.0009872591,0.000027804583,0.0007838441,0.08166013,0.00024646515,0.003514668,0.06290973,0.6865563,0.1605757],"study_design_scores_gemma":[0.000006601073,0.000082390005,0.00077037007,0.00028972118,0.000009057038,0.00014991428,0.027859638,0.00009810123,0.0007212536,0.0057668486,0.9642167,0.000029349954],"about_ca_topic_score_codex":0.0009889934,"about_ca_topic_score_gemma":0.003788262,"teacher_disagreement_score":0.01742693,"about_ca_system_score_codex":0.0023657288,"about_ca_system_score_gemma":0.006158228,"threshold_uncertainty_score":0.08588004},"labels":[],"label_agreement":null},{"id":"W2014099121","doi":"10.1080/09613210701325883","title":"Mitigating CO <sub>2</sub> emissions from energy use in the world's buildings","year":2007,"lang":"en","type":"article","venue":"Building Research & Information","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":256,"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":"Greenhouse gas; Climate change; Enforcement; Business as usual; Stock (firearms); Climate change mitigation; Climate policy; Business; Natural resource economics; Environmental science; Political science; Economics; Geography","score_opus":0.02528457824776547,"score_gpt":0.2889424165442498,"score_spread":0.2636578382964843,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2014099121","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":[0.9092189,0.019844335,0.025408743,0.0010027034,0.00005525045,0.00018190297,0.0007587058,0.00018937912,0.043340065],"genre_scores_gemma":[0.9738079,0.010744974,0.010170828,0.00011072741,0.000024555913,0.00005565006,0.00042406382,0.000028777959,0.0046324884],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99972004,0.00008331165,0.000010824274,0.000027030626,0.00010155987,0.000057257133],"domain_scores_gemma":[0.999561,0.00015775257,0.00009249365,0.000025190078,0.000149462,0.000014179207],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006071051,0.000599681,0.00034585476,0.0006654705,0.0003111802,0.0011443817,0.00027682722,0.00041466128,0.0014975345],"category_scores_gemma":[0.00066405354,0.00011762249,0.00049176073,0.0014005202,0.0002478068,0.0006239399,0.00048025214,0.00024261283,0.00027266052],"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":[0.00041985852,0.00035997547,0.19280934,0.0033501475,0.0005868267,0.0005873914,0.001611346,0.18678014,0.08641259,0.012588396,0.0047105975,0.50978345],"study_design_scores_gemma":[0.000046634075,0.0016883109,0.63788545,0.00061294925,0.0014771844,0.00088215293,0.009279933,0.06855485,0.15689692,0.012404247,0.11012259,0.000148778],"about_ca_topic_score_codex":0.009074784,"about_ca_topic_score_gemma":0.020519985,"teacher_disagreement_score":0.009074784,"about_ca_system_score_codex":0.0005714257,"about_ca_system_score_gemma":0.0006006529,"threshold_uncertainty_score":0.018043935},"labels":[],"label_agreement":null},{"id":"W2016940755","doi":"10.1080/09613210010001150","title":"Curbing the growth in UK commercial energy consumption","year":2001,"lang":"en","type":"article","venue":"Building Research & Information","topic":"Sustainable Building Design and Assessment","field":"Engineering","cited_by":30,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Alberta Conservation Association","funders":"","keywords":"Energy consumption; Efficient energy use; Legislation; Business; Consumption (sociology); Investment (military); Productivity; Natural resource economics; Economics; Public economics; Economic growth; Engineering; Political science","score_opus":0.040815158604093446,"score_gpt":0.32243918122555815,"score_spread":0.2816240226214647,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2016940755","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":[0.6167348,0.018629873,0.0037212684,0.06602677,0.001502101,0.00021541733,0.0029822148,0.0007408351,0.28944677],"genre_scores_gemma":[0.8578099,0.008858907,0.0021016973,0.0037694979,0.00022115346,0.00014711975,0.0015094118,0.00020556053,0.12537675],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9984086,0.00022409648,0.0001007716,0.00015384486,0.00073714653,0.00037554998],"domain_scores_gemma":[0.99697816,0.0005215155,0.00039182112,0.00022610334,0.0014218639,0.00046051678],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010029576,0.0003223311,0.00022777883,0.0012492238,0.0010987447,0.0026153452,0.0006362995,0.0011528197,0.0234303],"category_scores_gemma":[0.0061291773,0.0002503452,0.00034063208,0.0017816153,0.0006920999,0.0014825311,0.0026772015,0.0010373647,0.0043623014],"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":[0.00077865436,0.00018294102,0.06857585,0.0019372456,0.000052824616,0.0030416145,0.011716088,0.0014294832,0.0120131755,0.025625352,0.24139884,0.63324785],"study_design_scores_gemma":[0.000045724846,0.000251234,0.22450796,0.000844413,0.00002098137,0.0008105387,0.0060251444,0.0014590768,0.0027813248,0.0011271366,0.7620595,0.00006681182],"about_ca_topic_score_codex":0.1734994,"about_ca_topic_score_gemma":0.19029416,"teacher_disagreement_score":0.1734994,"about_ca_system_score_codex":0.008238669,"about_ca_system_score_gemma":0.0052906484,"threshold_uncertainty_score":0.34497905},"labels":[],"label_agreement":null},{"id":"W2019725033","doi":"10.1080/09613210500219063","title":"Building environmental assessment methods: redefining intentions and roles","year":2005,"lang":"en","type":"article","venue":"Building Research & Information","topic":"Sustainable Building Design and Assessment","field":"Engineering","cited_by":437,"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":"","keywords":"Framing (construction); Sustainability; Management science; Context (archaeology); Engineering ethics; Process management; Risk analysis (engineering); Computer science; Environmental planning; Environmental resource management; Political science; Engineering; Business; Civil engineering; Economics; Environmental science; Geography","score_opus":0.029853403893927283,"score_gpt":0.37495529158251123,"score_spread":0.34510188768858396,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2019725033","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":[0.08311035,0.017606756,0.71084297,0.045124777,0.0011652724,0.000568828,0.00009943482,0.00059257104,0.14088908],"genre_scores_gemma":[0.46290275,0.007121012,0.5108259,0.0033551992,0.00023754302,0.0008966939,0.00008729648,0.0004113482,0.014162182],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.93318933,0.05046688,0.0031294236,0.0016282646,0.009962104,0.0016240417],"domain_scores_gemma":[0.8693463,0.10512689,0.005088058,0.0076251025,0.010454085,0.0023595034],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.11900901,0.0017127017,0.00073814153,0.00538991,0.0039582113,0.020207003,0.0033377905,0.004972212,0.0020910187],"category_scores_gemma":[0.07613167,0.0013677172,0.0009210715,0.0033922815,0.031832658,0.024718126,0.009181891,0.007995434,0.0009953907],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010392377,0.00009571569,0.0055269715,0.0011194019,0.000023020519,0.00015185226,0.098276794,0.0008213391,0.0024456573,0.69890606,0.002078609,0.1904506],"study_design_scores_gemma":[0.000046576686,0.00028060476,0.004999533,0.0051019485,0.000056747616,0.00087188446,0.11108618,0.009371063,0.005864714,0.547952,0.31410164,0.00026711563],"about_ca_topic_score_codex":0.0025520653,"about_ca_topic_score_gemma":0.003616498,"teacher_disagreement_score":0.11900901,"about_ca_system_score_codex":0.004322391,"about_ca_system_score_gemma":0.0077920156,"threshold_uncertainty_score":0.6293873},"labels":[],"label_agreement":null},{"id":"W2024556870","doi":"10.1080/0961321042000322780","title":"Performance-based building regulation: current situation and future needs","year":2005,"lang":"en","type":"article","venue":"Building Research & Information","topic":"Facilities and Workplace Management","field":"Psychology","cited_by":146,"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":"National Research Council Canada","keywords":"Business; Risk analysis (engineering); Process management; Architectural engineering; Engineering","score_opus":0.0407035907166132,"score_gpt":0.35489221667476767,"score_spread":0.31418862595815444,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2024556870","genre_codex":"commentary","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":[0.012469223,0.25949243,0.0053214245,0.6853635,0.0022185016,0.00005584493,0.00030390214,0.00033419003,0.034440987],"genre_scores_gemma":[0.39706442,0.48620948,0.02128905,0.069974035,0.008021879,0.00039250625,0.0013742157,0.000113722235,0.015560686],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9939873,0.002192067,0.0004546237,0.0005990492,0.0016136435,0.0011532503],"domain_scores_gemma":[0.9692691,0.013981739,0.0024497095,0.00079818704,0.007642792,0.0058585014],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.012834685,0.0004759024,0.0009799416,0.0015826811,0.002618366,0.007460587,0.0032005978,0.010058392,0.024642158],"category_scores_gemma":[0.012528486,0.00026128697,0.0007977525,0.001915994,0.0054290206,0.012370378,0.0040123146,0.005286838,0.0028571414],"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":[0.00024548842,0.0005995016,0.008568834,0.0046939366,0.000023517796,0.00021890382,0.0018739922,0.0013494397,0.0006774081,0.11018309,0.090530775,0.78103507],"study_design_scores_gemma":[0.00007587781,0.0006255325,0.020363815,0.012413469,0.00007198582,0.00097436615,0.047898944,0.0036115407,0.00086767616,0.13485748,0.77802074,0.00021858553],"about_ca_topic_score_codex":0.0065109623,"about_ca_topic_score_gemma":0.009086137,"teacher_disagreement_score":0.024642158,"about_ca_system_score_codex":0.0038851758,"about_ca_system_score_gemma":0.016085982,"threshold_uncertainty_score":0.08243626},"labels":[],"label_agreement":null},{"id":"W2024638110","doi":"10.1080/0961321032000148488","title":"Climate change, adaptation and government policy for the building sector","year":2004,"lang":"en","type":"article","venue":"Building Research & Information","topic":"Climate Change Policy and Economics","field":"Economics, Econometrics and Finance","cited_by":19,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Climate change; Adaptation (eye); Climate change adaptation; Government (linguistics); Business; Environmental resource management; Environmental planning; Architectural engineering; Economics; Engineering; Geography; Ecology; Psychology","score_opus":0.2764244917436758,"score_gpt":0.3553344487162848,"score_spread":0.078909956972609,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2024638110","genre_codex":"commentary","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":[0.0082303,0.015414456,0.0005972927,0.6612365,0.0017777794,0.000033725755,0.0003737664,0.00011931087,0.31221682],"genre_scores_gemma":[0.6367595,0.038148142,0.002386161,0.110726334,0.0018391801,0.00014421043,0.0007198889,0.00013014778,0.20914647],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9977962,0.00059613603,0.000047880436,0.00011470222,0.0004805436,0.00096454605],"domain_scores_gemma":[0.9962471,0.0012438732,0.00021873218,0.00018336039,0.0007665443,0.001340338],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0033759593,0.00029208095,0.00030426442,0.0012492392,0.0050149695,0.010992659,0.0011188559,0.009598988,0.055361778],"category_scores_gemma":[0.0067918487,0.00023158856,0.0005500516,0.0032319129,0.0031274385,0.006557496,0.0034336725,0.005481988,0.005568681],"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":[0.000066762994,0.00012963443,0.0027658788,0.00028167252,0.000018176426,0.0001698689,0.001454583,0.00116143,0.00027064662,0.47213385,0.46137393,0.060173552],"study_design_scores_gemma":[0.000019702642,0.000021840766,0.007917526,0.000761302,0.00001481585,0.000055505454,0.0057936558,0.0010542304,0.00024453865,0.07351496,0.91056347,0.000038391667],"about_ca_topic_score_codex":0.16971642,"about_ca_topic_score_gemma":0.23819546,"teacher_disagreement_score":0.16971642,"about_ca_system_score_codex":0.015298536,"about_ca_system_score_gemma":0.031351287,"threshold_uncertainty_score":0.33745712},"labels":[],"label_agreement":null},{"id":"W2027906373","doi":"10.1080/09613210601058139","title":"Assessing the performance of sustainable technologies: a framework and its application","year":2007,"lang":"en","type":"article","venue":"Building Research & Information","topic":"Tree Root and Stability Studies","field":"Engineering","cited_by":88,"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":"","keywords":"Valuation (finance); Incentive; Context (archaeology); Sustainability; Completeness (order theory); Process (computing); Computer science; Knowledge management; Process management; Business; Economics; Accounting","score_opus":0.02529282087230805,"score_gpt":0.3469399550258063,"score_spread":0.32164713415349827,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2027906373","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0052754097,0.0020240336,0.96658695,0.0027841656,0.0001623417,0.0008381729,0.00067368004,0.0002724643,0.021382742],"genre_scores_gemma":[0.11272953,0.0017186588,0.8807447,0.00029366047,0.00012934087,0.0019145508,0.000543532,0.000060854505,0.0018651132],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.98236245,0.0110311955,0.0017104696,0.001412075,0.0028941752,0.00058970944],"domain_scores_gemma":[0.9821378,0.011560425,0.001128295,0.0008749441,0.0038078923,0.00049064914],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.021070939,0.0032802925,0.0018697021,0.010422351,0.0023404842,0.009809961,0.00406892,0.0041855555,0.0056358045],"category_scores_gemma":[0.019315617,0.0011220698,0.0038259425,0.006964508,0.009188227,0.0077869818,0.006445387,0.003771314,0.0013095576],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000019501384,0.00007975355,0.0008056106,0.000525383,0.000050158098,0.00030710385,0.0009086339,0.034332063,0.00060341187,0.9353251,0.0023907751,0.024652626],"study_design_scores_gemma":[0.000042531254,0.00025403974,0.001167019,0.0018531315,0.00006410065,0.00037032878,0.0014477791,0.14840938,0.0012312097,0.76531523,0.079702064,0.00014316307],"about_ca_topic_score_codex":0.014159353,"about_ca_topic_score_gemma":0.0068620816,"teacher_disagreement_score":0.021070939,"about_ca_system_score_codex":0.007571825,"about_ca_system_score_gemma":0.0065911487,"threshold_uncertainty_score":0.111435115},"labels":[],"label_agreement":null},{"id":"W2040594958","doi":"10.1080/09613210500042762","title":"Architectural experience: the value of diversity","year":2005,"lang":"en","type":"article","venue":"Building Research & Information","topic":"Architecture, Modernity, and Design","field":"Engineering","cited_by":0,"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":"","keywords":"Diversity (politics); Value (mathematics); Architectural engineering; Architectural design; Engineering; Computer science; Sociology; Architecture; Geography; Archaeology","score_opus":0.04533569730655662,"score_gpt":0.31089193265046144,"score_spread":0.2655562353439048,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2040594958","genre_codex":"other","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":[0.04217408,0.18999282,0.0064029587,0.09359245,0.0026413717,0.000024207191,0.00011858562,0.00008184191,0.66497177],"genre_scores_gemma":[0.86428756,0.079069614,0.0025734869,0.006395541,0.0015911489,0.00004347937,0.00005338377,0.00009174155,0.045894023],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","domain_scores_codex":[0.9971527,0.0018638396,0.0000598902,0.00018022997,0.0004895259,0.00025384017],"domain_scores_gemma":[0.9983088,0.0009405179,0.00011313958,0.0001783303,0.0001467473,0.00031243547],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0024326467,0.0005372738,0.00047424494,0.001081555,0.0045073424,0.011792898,0.00072733616,0.0016381245,0.008961512],"category_scores_gemma":[0.0030006403,0.0002835401,0.00022041357,0.0013097548,0.025334997,0.00967535,0.008108324,0.0027099666,0.0008692444],"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":[0.000042915246,0.00002703767,0.0014903473,0.0003874244,0.000030690244,0.0003899822,0.1214561,0.00043893713,0.0002668171,0.6926855,0.06977681,0.11300748],"study_design_scores_gemma":[0.000009128924,0.00003865362,0.0019001027,0.0007907108,0.000011052238,0.000552315,0.05992742,0.0001373209,0.00008345074,0.16972129,0.7668059,0.000022495875],"about_ca_topic_score_codex":0.005068804,"about_ca_topic_score_gemma":0.0112602115,"teacher_disagreement_score":0.011792898,"about_ca_system_score_codex":0.0028983736,"about_ca_system_score_gemma":0.002446457,"threshold_uncertainty_score":0.029979229},"labels":[],"label_agreement":null},{"id":"W2062712377","doi":"10.1080/09613210600675958","title":"Multidimensional simulation of earth-contact heat transfer","year":2006,"lang":"en","type":"article","venue":"Building Research & Information","topic":"Soil and Unsaturated Flow","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"","keywords":"Terrain; Heat transfer; Physics; Humanities; Thermodynamics; Geography; Cartography; Art","score_opus":0.020714302442081816,"score_gpt":0.28161137005098824,"score_spread":0.2608970676089064,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2062712377","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":[0.8793076,0.00017999287,0.09933572,0.00022656181,0.000059211743,0.00011869049,0.0007512524,0.0005411156,0.019479854],"genre_scores_gemma":[0.97805095,0.00008530808,0.018689869,0.00003124351,0.000005455186,0.00014767097,0.000246136,0.00003542501,0.002707916],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9998833,0.00002860817,0.0000063430452,0.000018368955,0.0000421593,0.000021239503],"domain_scores_gemma":[0.99965537,0.00021515448,0.000026740308,0.000033735418,0.000045335397,0.00002371533],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002344555,0.00026441476,0.00041386,0.00026268876,0.00033246004,0.0006337663,0.0005314076,0.00080473133,0.00301154],"category_scores_gemma":[0.00085440296,0.00019281713,0.00036629962,0.00031377556,0.0003931067,0.00037050276,0.0004768328,0.00040843795,0.00019851062],"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":[0.000035616147,0.00004384953,0.0011672886,0.000029181127,0.000008309898,0.000056889097,0.000049651648,0.99213624,0.0034242994,0.0012087055,0.00011443509,0.0017255881],"study_design_scores_gemma":[0.000007130225,0.00001816043,0.00030269983,0.0000020960424,0.0000012612077,0.0000072232724,0.00001251199,0.9986077,0.00065420056,0.00014541186,0.00023860204,0.0000030412343],"about_ca_topic_score_codex":0.0043369117,"about_ca_topic_score_gemma":0.0024904523,"teacher_disagreement_score":0.0043369117,"about_ca_system_score_codex":0.00053013244,"about_ca_system_score_gemma":0.00049220934,"threshold_uncertainty_score":0.010074675},"labels":[],"label_agreement":null},{"id":"W2073696814","doi":"10.1080/09613218.2012.711992","title":"Accommodating the British climate","year":2012,"lang":"en","type":"article","venue":"Building Research & Information","topic":"demographic modeling and climate adaptation","field":"Decision Sciences","cited_by":2,"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 British Columbia","funders":"","keywords":"Climate change; Architectural engineering; Engineering; Environmental resource management; Computer science; Environmental science; Geology; Oceanography","score_opus":0.29512805825198074,"score_gpt":0.49157623915518134,"score_spread":0.1964481809032006,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2073696814","genre_codex":"other","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":[0.33059713,0.0032003606,0.042151306,0.05838434,0.0019915553,0.00006791397,0.0034928108,0.0009913021,0.5591233],"genre_scores_gemma":[0.91742676,0.0013697366,0.010864176,0.0022103582,0.0001780083,0.000045051307,0.00084560475,0.00027828818,0.06678197],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.99864084,0.00036064055,0.000035835466,0.0002335888,0.00035284518,0.00037621797],"domain_scores_gemma":[0.99824595,0.00043466897,0.00011592383,0.00033416628,0.0005785393,0.00029072186],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0015786558,0.0003147946,0.00034033446,0.00052456086,0.001974351,0.003116291,0.0006938028,0.0011229947,0.010911725],"category_scores_gemma":[0.008280799,0.00022922459,0.0003472945,0.0014143087,0.00067652564,0.001374684,0.002068222,0.001562278,0.001650879],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00048393517,0.00010054012,0.051471528,0.00046474344,0.00013287432,0.001696848,0.0075453697,0.090505436,0.008519298,0.26388246,0.20078881,0.37440813],"study_design_scores_gemma":[0.000028406397,0.000058636157,0.044686396,0.00013476616,0.000052690193,0.0004790762,0.004423199,0.035094604,0.001038826,0.04937853,0.86452276,0.00010205799],"about_ca_topic_score_codex":0.5042719,"about_ca_topic_score_gemma":0.6500256,"teacher_disagreement_score":0.5042719,"about_ca_system_score_codex":0.006583226,"about_ca_system_score_gemma":0.006042806,"threshold_uncertainty_score":0.997295},"labels":[],"label_agreement":null},{"id":"W2088370616","doi":"10.1080/09613210802710298","title":"Linking indoor environment conditions to job satisfaction: a field study","year":2009,"lang":"en","type":"article","venue":"Building Research & Information","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":196,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Job satisfaction; Psychology; Desk; Applied psychology; Computer science; Social psychology","score_opus":0.02052982824808441,"score_gpt":0.30371145317944626,"score_spread":0.28318162493136184,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2088370616","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":[0.9997774,0.000007884191,0.000039547136,0.000009189948,9.0092897e-7,0.000016275559,0.000042894786,7.1365105e-7,0.00010509669],"genre_scores_gemma":[0.9993173,0.000024616791,0.00017592653,0.000041004852,0.000007453216,0.000054829958,0.000100792546,0.000001231719,0.0002768634],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99915457,0.0004638634,0.000041779687,0.000108412096,0.00010401369,0.00012738082],"domain_scores_gemma":[0.99691665,0.0012278144,0.0005334415,0.00018489183,0.00033745985,0.00079964165],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0019684022,0.00030510215,0.0002986937,0.000642036,0.0009697445,0.0005470776,0.00033243786,0.00045833713,0.0017367847],"category_scores_gemma":[0.0023830996,0.00042321775,0.00023882366,0.0006381098,0.0005495575,0.00041137644,0.0004533691,0.0006062262,0.00030944298],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00026226576,0.0017168432,0.98726976,0.000027244037,0.000027946717,0.00014856983,0.004708996,0.000057590878,0.0010354033,0.000023709115,0.00017701942,0.0045447373],"study_design_scores_gemma":[0.000013562386,0.001930877,0.9940864,0.000006261822,0.000008779705,0.00005936758,0.0033969178,0.00014490985,0.00012337846,0.000009533462,0.00021509317,0.00000490778],"about_ca_topic_score_codex":0.01178807,"about_ca_topic_score_gemma":0.025790056,"teacher_disagreement_score":0.01178807,"about_ca_system_score_codex":0.0005149431,"about_ca_system_score_gemma":0.0005520363,"threshold_uncertainty_score":0.02343893},"labels":[],"label_agreement":null},{"id":"W2100543736","doi":"10.1080/09613211003747071","title":"Building human agency: a timely manifesto","year":2010,"lang":"en","type":"article","venue":"Building Research & Information","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":61,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Plea; Manifesto; Cognitive reframing; Architecture; Humanities; Technocracy; Political science; Sociology; Art; Law; Psychology; Politics","score_opus":0.02290171311925703,"score_gpt":0.3128764996229486,"score_spread":0.2899747865036916,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2100543736","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.017567674,0.07151594,0.009744203,0.47322094,0.0163364,0.00022907823,0.0011958805,0.00038239773,0.40980738],"genre_scores_gemma":[0.63060594,0.05322269,0.0047361404,0.04066493,0.0053830096,0.00039010274,0.00088874693,0.0009946087,0.2631138],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9862234,0.0056763077,0.00034909273,0.0010089505,0.004427964,0.002314347],"domain_scores_gemma":[0.9855908,0.0068377284,0.00050253683,0.0013256952,0.0038405063,0.0019026594],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.021200623,0.0009951907,0.0008112646,0.002044023,0.018084148,0.025981579,0.0022216411,0.005532456,0.010280496],"category_scores_gemma":[0.014649577,0.0006617198,0.00047820518,0.0044168304,0.0392311,0.009423444,0.008964274,0.0118965665,0.0012604413],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000039188766,0.000024846453,0.00040952512,0.00037445495,0.000010775008,0.0003057943,0.09311708,0.00043933414,0.00060540513,0.58895105,0.2808193,0.03490312],"study_design_scores_gemma":[0.0000031685072,0.0000058407795,0.00041908745,0.00023994186,0.0000027309966,0.000037989084,0.0125793945,0.00006161793,0.00014415613,0.0056268754,0.980859,0.000020289597],"about_ca_topic_score_codex":0.62423235,"about_ca_topic_score_gemma":0.7421749,"teacher_disagreement_score":0.62423235,"about_ca_system_score_codex":0.0891181,"about_ca_system_score_gemma":0.06882942,"threshold_uncertainty_score":0.75596124},"labels":[],"label_agreement":null},{"id":"W2128822043","doi":"10.1080/09613210802076328","title":"Re-contextualizing the notion of comfort","year":2008,"lang":"en","type":"article","venue":"Building Research & Information","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":206,"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":"","keywords":"Context (archaeology); Agency (philosophy); Sociology; Humanities; Social science; Geography; Philosophy","score_opus":0.0559090521584453,"score_gpt":0.2961992118411831,"score_spread":0.2402901596827378,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2128822043","genre_codex":"other","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":[0.19708693,0.02951837,0.14258195,0.054283675,0.0030977202,0.0001518835,0.00030267943,0.0003012874,0.57267547],"genre_scores_gemma":[0.9826127,0.0027325358,0.0055185,0.0016870794,0.0003712198,0.00006453897,0.000054576103,0.000068051246,0.0068907547],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9944792,0.00365892,0.00018308056,0.0006388327,0.0005211194,0.00051890116],"domain_scores_gemma":[0.99694026,0.0016182198,0.0002635618,0.00048237637,0.00045371108,0.00024183551],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0039452324,0.0008349642,0.0006377505,0.002252249,0.0045685964,0.01086672,0.0016397514,0.0029407034,0.006804215],"category_scores_gemma":[0.0044196052,0.0002988914,0.0007759982,0.0017514769,0.044394106,0.013570919,0.01104559,0.0052722883,0.00049941364],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000038477807,0.00001757092,0.00067065796,0.00015547307,0.000009775764,0.00024018512,0.07206637,0.0006847359,0.0005407398,0.9158604,0.001192735,0.008522842],"study_design_scores_gemma":[0.000020304793,0.000097287586,0.0019801492,0.00081600924,0.000036112557,0.0005442981,0.11793301,0.002087679,0.000974086,0.57901156,0.2964275,0.000072077484],"about_ca_topic_score_codex":0.0061088544,"about_ca_topic_score_gemma":0.0054422603,"teacher_disagreement_score":0.01086672,"about_ca_system_score_codex":0.0050713536,"about_ca_system_score_gemma":0.0023107117,"threshold_uncertainty_score":0.036795437},"labels":[],"label_agreement":null},{"id":"W2132567872","doi":"10.1080/09613218.2011.582697","title":"Motivating change: shifting the paradigm","year":2011,"lang":"en","type":"article","venue":"Building Research & Information","topic":"Sustainable Building Design and Assessment","field":"Engineering","cited_by":150,"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":"","keywords":"Sustainability; Paradigm shift; Stakeholder; Framing (construction); Stakeholder engagement; Sociology; Context (archaeology); Systems thinking; Knowledge management; Political science; Epistemology; Public relations; Computer science; Engineering; Geography; Ecology; Philosophy","score_opus":0.13866614363056318,"score_gpt":0.33002144193820876,"score_spread":0.19135529830764558,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2132567872","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.07903329,0.0066507477,0.17232215,0.3826101,0.0040111495,0.0006256042,0.00006210267,0.00024462427,0.3544402],"genre_scores_gemma":[0.8910296,0.0040698843,0.060431253,0.026292453,0.0010284078,0.0010425512,0.000055865537,0.00019857784,0.01585135],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.94700575,0.037682783,0.0011143325,0.0041633947,0.0073296265,0.0027040823],"domain_scores_gemma":[0.97246575,0.01751015,0.0016905172,0.0022605683,0.0032435295,0.0028294749],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.046979018,0.0012992116,0.0008912847,0.003197104,0.011033726,0.020722391,0.0044887764,0.011894241,0.0049246503],"category_scores_gemma":[0.023686366,0.000588971,0.0015331556,0.0017243327,0.06413947,0.020616554,0.017976921,0.0111767985,0.0010515272],"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":[0.000022247083,0.000078389676,0.0006838013,0.00020047175,0.000010931225,0.00020996419,0.048378795,0.00027727676,0.00044576585,0.9280261,0.002703936,0.01896222],"study_design_scores_gemma":[0.000030400612,0.00008952065,0.00048540326,0.00045936948,0.000015594902,0.000234796,0.043406103,0.001010597,0.00054624927,0.78623575,0.16744593,0.00004036786],"about_ca_topic_score_codex":0.0022416518,"about_ca_topic_score_gemma":0.0026255173,"teacher_disagreement_score":0.046979018,"about_ca_system_score_codex":0.014229386,"about_ca_system_score_gemma":0.017493814,"threshold_uncertainty_score":0.24845183},"labels":[],"label_agreement":null},{"id":"W2139843113","doi":"10.1080/09613210010027701","title":"Public policy and construction innovation","year":2001,"lang":"en","type":"article","venue":"Building Research & Information","topic":"Construction Project Management and Performance","field":"Decision Sciences","cited_by":221,"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","keywords":"Public policy; Context (archaeology); Typology; Government (linguistics); Sustainability; Political science; Innovation system; National innovation system; Regional science; Politics; Public administration; Economic growth; Welfare economics; Economy; Sociology; Geography; Economics","score_opus":0.33360708584257454,"score_gpt":0.47896688949047006,"score_spread":0.14535980364789552,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2139843113","genre_codex":"other","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":[0.09511092,0.019439168,0.011175257,0.086117886,0.000491132,0.00008216764,0.00017087944,0.00008672443,0.78732586],"genre_scores_gemma":[0.96302825,0.0076069194,0.0012623394,0.0027851649,0.0002235949,0.000091083115,0.00007327896,0.000031504474,0.024897728],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","domain_scores_codex":[0.9925107,0.003435508,0.00022265308,0.00059429614,0.0013069486,0.0019298932],"domain_scores_gemma":[0.98799276,0.008742351,0.0012241768,0.0007518276,0.00079566194,0.0004930997],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00816562,0.00033621653,0.0004674047,0.004287923,0.004161408,0.010351945,0.0009025202,0.004230376,0.011994325],"category_scores_gemma":[0.013409532,0.0002691574,0.0006406594,0.0053346567,0.015883455,0.0048068846,0.0053382963,0.0021571962,0.0006760674],"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":[0.000018379234,0.000037352023,0.0012519633,0.00009967562,0.000009089666,0.000080173304,0.002081847,0.0014091239,0.00006533397,0.9727774,0.0020859847,0.020083692],"study_design_scores_gemma":[0.000041244824,0.00006994763,0.0074992166,0.001138576,0.00004588349,0.00029010908,0.01158751,0.0020101047,0.0006710904,0.6212586,0.3553504,0.00003733558],"about_ca_topic_score_codex":0.0070243296,"about_ca_topic_score_gemma":0.007097534,"teacher_disagreement_score":0.012579368,"about_ca_system_score_codex":0.012579368,"about_ca_system_score_gemma":0.0099887885,"threshold_uncertainty_score":0.09127015},"labels":[],"label_agreement":null},{"id":"W2144947218","doi":"10.1080/09613218.2015.961046","title":"Net-zero and net-positive design: a question of value","year":2014,"lang":"en","type":"article","venue":"Building Research & Information","topic":"Sustainable Building Design and Assessment","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 British Columbia","funders":"","keywords":"Value (mathematics); Zero (linguistics); Net (polyhedron); Architectural engineering; Environmental resource management; Environmental economics; Business; Engineering; Environmental science; Economics; Mathematics; Statistics","score_opus":0.020917776911025254,"score_gpt":0.3092845951007424,"score_spread":0.28836681818971716,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2144947218","genre_codex":"commentary","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":[0.022629589,0.025596064,0.07591483,0.50823313,0.0075050364,0.000067974725,0.0002075958,0.00022207938,0.3596236],"genre_scores_gemma":[0.8511385,0.011190835,0.029024256,0.049852572,0.0067161922,0.00019588217,0.000090463844,0.0003826707,0.051408704],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99451643,0.0024938802,0.00018157462,0.00066445715,0.0018208211,0.00032281043],"domain_scores_gemma":[0.98235965,0.011246648,0.0007525869,0.0020711669,0.0027466975,0.00082315033],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.010679879,0.0006022132,0.0010309903,0.0007327216,0.0026212577,0.008370782,0.0021969334,0.006169419,0.012427887],"category_scores_gemma":[0.02638745,0.00034298873,0.00052763755,0.00073517935,0.038677175,0.014064989,0.00333291,0.006800314,0.002324373],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000040749834,0.000016272355,0.0001834548,0.000090971706,0.000007931042,0.000017247326,0.00017887486,0.00032277932,0.00008245434,0.97136915,0.009627312,0.01806272],"study_design_scores_gemma":[0.00001772248,0.000034508746,0.00012388798,0.00011121876,0.0000061269807,0.000041751646,0.00033844067,0.0003869095,0.0001408261,0.9611177,0.037668724,0.000012328776],"about_ca_topic_score_codex":0.0014339697,"about_ca_topic_score_gemma":0.0019041316,"teacher_disagreement_score":0.012427887,"about_ca_system_score_codex":0.0030179878,"about_ca_system_score_gemma":0.002567653,"threshold_uncertainty_score":0.0564813},"labels":[],"label_agreement":null},{"id":"W2318900402","doi":"10.1080/09613218.2016.1101949","title":"Model-based predictive control of office window shades","year":2015,"lang":"en","type":"article","venue":"Building Research & Information","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":32,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Carleton University","funders":"","keywords":"Model predictive control; Window (computing); Air conditioning; Simulation; Control (management); Kalman filter; Engineering; Temperature control; Computer science; Control engineering; Artificial intelligence; Mechanical engineering","score_opus":0.04144509715342746,"score_gpt":0.2884988524493488,"score_spread":0.24705375529592136,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2318900402","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":[0.275083,0.00026485036,0.710344,0.00019377569,0.00006915726,0.00004763296,0.0001571875,0.0014144448,0.012425984],"genre_scores_gemma":[0.99450785,0.00004691042,0.0043487637,0.0000074503473,0.000004374815,0.000015113948,0.000025058911,0.0000113716205,0.0010331278],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9999013,0.000018130257,0.000003220565,0.000021715558,0.000036318954,0.000019335539],"domain_scores_gemma":[0.9998721,0.00005136014,0.00002727144,0.000011387917,0.000029095323,0.000008772819],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021887767,0.00039039762,0.00054746465,0.0001305138,0.00029606774,0.0006513256,0.00048921106,0.00028869204,0.0010693113],"category_scores_gemma":[0.00043803285,0.00021728323,0.00028960395,0.00017073417,0.000396165,0.00032463792,0.00039221748,0.00050911383,0.00012031658],"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":[0.000024993502,0.00000961354,0.00016073884,0.000010603565,0.0000033760894,0.000011797574,0.000012844638,0.99403423,0.001224088,0.00064073404,0.00013230935,0.0037346378],"study_design_scores_gemma":[0.000002829081,0.000007311526,0.00008418024,6.646978e-7,0.0000012589808,0.0000011008141,0.0000018867377,0.99939454,0.00024847264,0.00016834273,0.000088151755,0.000001193377],"about_ca_topic_score_codex":0.0235563,"about_ca_topic_score_gemma":0.015105715,"teacher_disagreement_score":0.0235563,"about_ca_system_score_codex":0.00049726636,"about_ca_system_score_gemma":0.0007014544,"threshold_uncertainty_score":0.046838343},"labels":[],"label_agreement":null},{"id":"W2751631292","doi":"10.1080/09613218.2017.1358569","title":"Rethinking sustainability frameworks in neighbourhood projects: a process-based approach","year":2017,"lang":"en","type":"article","venue":"Building Research & Information","topic":"Sustainable Building Design and Assessment","field":"Engineering","cited_by":43,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université de Montréal","funders":"","keywords":"Sustainability; Framing (construction); Software deployment; Process management; Neighbourhood (mathematics); Process (computing); Sustainability organizations; Management science; Engineering; Computer science; Civil engineering","score_opus":0.04050357675627354,"score_gpt":0.36040609342270075,"score_spread":0.3199025166664272,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2751631292","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":[0.22588204,0.001625998,0.6578762,0.009956785,0.00021490477,0.0034047407,0.00011563693,0.00032963644,0.10059407],"genre_scores_gemma":[0.7848163,0.000778649,0.20717637,0.00031147813,0.000023810368,0.0016062637,0.00008417327,0.00011665502,0.0050861547],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","domain_scores_codex":[0.9397657,0.050985865,0.0010377727,0.0021351452,0.0042215064,0.00185405],"domain_scores_gemma":[0.95493215,0.035919454,0.0018616905,0.0037396674,0.0026540905,0.0008929516],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.065295465,0.0011872669,0.0007317934,0.005493949,0.0074138422,0.017169988,0.004354269,0.0039477763,0.0027898997],"category_scores_gemma":[0.039406244,0.0010064149,0.0011387158,0.0044399705,0.02572198,0.011869065,0.01428568,0.0044492944,0.00034890784],"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":[0.000081678016,0.0004385207,0.004841026,0.0007077237,0.000051619267,0.001306137,0.34648055,0.011473236,0.0026161654,0.5475755,0.0009645023,0.08346329],"study_design_scores_gemma":[0.00010919213,0.00035965513,0.0034390925,0.0019047232,0.00008501524,0.0004946624,0.30975157,0.020100584,0.0049265637,0.5094131,0.1492706,0.00014519315],"about_ca_topic_score_codex":0.006531875,"about_ca_topic_score_gemma":0.010459324,"teacher_disagreement_score":0.065295465,"about_ca_system_score_codex":0.014733555,"about_ca_system_score_gemma":0.015791949,"threshold_uncertainty_score":0.34531957},"labels":[],"label_agreement":null},{"id":"W2753282736","doi":"10.1080/09613218.2017.1358032","title":"Effect of green building certification on organizational productivity metrics","year":2017,"lang":"en","type":"article","venue":"Building Research & Information","topic":"Sustainable Building Design and Assessment","field":"Engineering","cited_by":31,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"National Research Council Canada","funders":"National Research Council Canada","keywords":"Certification; Productivity; Business; Accommodation; Job satisfaction; Facility management; Green building; Marketing; Environmental economics; Operations management; Environmental resource management; Architectural engineering; Management; Engineering; Psychology; Environmental science; Economics; Economic growth","score_opus":0.03436393138926913,"score_gpt":0.348421925684108,"score_spread":0.3140579942948389,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2753282736","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":[0.995805,0.00032729248,0.00045313567,0.00027192716,0.000024934207,0.000021439457,0.00022255217,0.00003228699,0.0028414004],"genre_scores_gemma":[0.999326,0.0000418737,0.00019683137,0.000026177368,0.0000053620365,0.0000064069263,0.00010443461,0.000005536606,0.00028749404],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9941671,0.0028346526,0.00019501001,0.00045566418,0.001555198,0.00079253386],"domain_scores_gemma":[0.92286617,0.04401553,0.013876577,0.004030926,0.008695785,0.00651506],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00721811,0.00033958122,0.0003087034,0.0007362296,0.00062102725,0.0013485504,0.0006269881,0.00044324106,0.0028247905],"category_scores_gemma":[0.05254463,0.0001242615,0.0006201427,0.00089033745,0.0010754265,0.0008588458,0.0012766083,0.00075581105,0.00026626885],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0014284682,0.00051835773,0.93726426,0.00009330777,0.00019977793,0.000120733566,0.0004983631,0.0039059205,0.00090423884,0.0003881365,0.0008154383,0.053863067],"study_design_scores_gemma":[0.000010858263,0.0005606053,0.9968177,0.000024788293,0.00004360949,0.000020604282,0.00054338947,0.00071901263,0.00035668875,0.0001344487,0.00075857673,0.000009640607],"about_ca_topic_score_codex":0.050781958,"about_ca_topic_score_gemma":0.08772061,"teacher_disagreement_score":0.050781958,"about_ca_system_score_codex":0.0025564656,"about_ca_system_score_gemma":0.0037643015,"threshold_uncertainty_score":0.10097277},"labels":[],"label_agreement":null},{"id":"W2769898494","doi":"10.1080/09613218.2018.1400328","title":"The socialization of building science: the emblematic journey of R. J. Cole","year":2017,"lang":"en","type":"article","venue":"Building Research & Information","topic":"Sustainable Building Design and Assessment","field":"Engineering","cited_by":5,"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":"University of British Columbia","keywords":"Socialization; Sociology; Architectural engineering; Engineering; Social science","score_opus":0.048399103860821566,"score_gpt":0.389562294739755,"score_spread":0.34116319087893343,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2769898494","genre_codex":"commentary","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":[0.0035605805,0.1615127,0.0029569361,0.80161077,0.0037714527,0.000017812541,0.000042944375,0.000028935336,0.026497884],"genre_scores_gemma":[0.30771315,0.4347967,0.017131114,0.18634245,0.015779026,0.0001972774,0.00008349587,0.0003118887,0.037644934],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","domain_scores_codex":[0.99175054,0.0058891443,0.00017302834,0.00053502066,0.0012452148,0.00040692833],"domain_scores_gemma":[0.9810339,0.013222073,0.00048209738,0.00095883466,0.00222276,0.0020804612],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.01742565,0.0007474013,0.0011555887,0.0017478924,0.0072425595,0.010011439,0.0011291003,0.0065852003,0.0033029434],"category_scores_gemma":[0.012805122,0.0004831202,0.0005932562,0.0019147806,0.04764818,0.020809945,0.0060716923,0.015196997,0.0009324108],"study_design_candidate":"qualitative","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":[0.000047006328,0.00008875429,0.00044178718,0.00035316526,0.000019801,0.00014596689,0.027999757,0.00035030596,0.00041072496,0.7101245,0.20031317,0.059705243],"study_design_scores_gemma":[0.0000074876953,0.00003854153,0.00041909696,0.00064490957,0.000004532629,0.0001864562,0.014321044,0.00019695012,0.00024890513,0.2670789,0.7167991,0.000053997228],"about_ca_topic_score_codex":0.010347627,"about_ca_topic_score_gemma":0.016754512,"teacher_disagreement_score":0.99275744,"about_ca_system_score_codex":0.006941734,"about_ca_system_score_gemma":0.007938133,"threshold_uncertainty_score":0.09215677},"labels":[],"label_agreement":null},{"id":"W2771514902","doi":"10.1080/09613218.2017.1408265","title":"Decoupling climate-policy objectives and mechanisms to reduce fragmentation","year":2017,"lang":"en","type":"article","venue":"Building Research & Information","topic":"Sustainable Building Design and Assessment","field":"Engineering","cited_by":9,"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 British Columbia","funders":"BC Hydro; Pacific Institute for Climate Solutions","keywords":"Decoupling (probability); Context (archaeology); Work (physics); Policy analysis; Environmental economics; Business; Process (computing); Climate change mitigation; Risk analysis (engineering); Built environment; Climate change; Environmental resource management; Computer science; Economics; Engineering; Political science; Public administration; Civil engineering","score_opus":0.03088517071619823,"score_gpt":0.3797760235304759,"score_spread":0.3488908528142777,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2771514902","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":[0.07205121,0.003755425,0.513593,0.046425294,0.0006617536,0.0013423668,0.00029617985,0.00049094646,0.36138374],"genre_scores_gemma":[0.9015184,0.0013784668,0.08173214,0.0029220253,0.00014733206,0.0011535438,0.00011766527,0.00015156015,0.010878764],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.97987604,0.008241325,0.001415367,0.0020103753,0.004903904,0.003552922],"domain_scores_gemma":[0.9833348,0.0061248187,0.002995631,0.0028217256,0.0033024743,0.0014204794],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.030543508,0.0013560331,0.0011346245,0.004497577,0.004743673,0.015782865,0.003010793,0.005799873,0.0076942784],"category_scores_gemma":[0.024152467,0.0011546182,0.0013555062,0.0028790748,0.015679676,0.01746818,0.015071488,0.00669074,0.00091219204],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000025136886,0.00007050573,0.0010726887,0.00016220256,0.000024100798,0.000062217485,0.0013034603,0.006858359,0.0006783268,0.9763256,0.0007889272,0.0126283495],"study_design_scores_gemma":[0.000039017155,0.000068582856,0.0028887752,0.0006566297,0.000054677872,0.000080501755,0.0039664693,0.0055319285,0.0019580834,0.9301855,0.05450205,0.000067857836],"about_ca_topic_score_codex":0.0054307794,"about_ca_topic_score_gemma":0.007964425,"teacher_disagreement_score":0.030543508,"about_ca_system_score_codex":0.015887272,"about_ca_system_score_gemma":0.02463802,"threshold_uncertainty_score":0.16153145},"labels":[],"label_agreement":null},{"id":"W3106811316","doi":"10.1080/09613218.2020.1847025","title":"Exploring membrane-assisted radiant cooling for designing comfortable naturally ventilated spaces in the tropics","year":2020,"lang":"en","type":"article","venue":"Building Research & Information","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":22,"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":"National Research Foundation Singapore","keywords":"Radiant cooling; Air conditioning; Thermal comfort; Building envelope; Passive cooling; Ceiling (cloud); Environmental science; Architectural engineering; Water cooling; Mechanical engineering; Thermal; Simulation; Computer science; Engineering; Meteorology; Structural engineering; Physics","score_opus":0.18302640325059966,"score_gpt":0.3039305477766134,"score_spread":0.12090414452601372,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3106811316","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":[0.39939466,0.000687517,0.58450407,0.00025989438,0.000049520888,0.0001617266,0.00009095256,0.00073960907,0.01411206],"genre_scores_gemma":[0.8334261,0.00030856486,0.16333117,0.00004663736,0.000010958818,0.00007065696,0.00005491258,0.00009162791,0.002659359],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9997948,0.000072809264,0.000007135985,0.000034787052,0.00005525209,0.000035198893],"domain_scores_gemma":[0.99988306,0.0000373573,0.000017659084,0.000019020234,0.00002766541,0.00001522719],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00030933207,0.0003523407,0.0002534986,0.0002300393,0.00042540114,0.00060006464,0.0005044999,0.00034288052,0.0019471658],"category_scores_gemma":[0.0004575608,0.00021411853,0.00037241416,0.00017636569,0.0003517525,0.00071979663,0.0005990281,0.00027552724,0.00046104254],"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":[0.00022886155,0.00013491415,0.0045168824,0.0005468032,0.000044299868,0.0006389571,0.0011057407,0.20022075,0.6383119,0.00959465,0.0011172713,0.1435389],"study_design_scores_gemma":[0.00007711242,0.00071971375,0.0073357895,0.0001300903,0.00009072019,0.0009085514,0.0011506603,0.71564937,0.2149872,0.0041056047,0.054731414,0.00011370704],"about_ca_topic_score_codex":0.0019267694,"about_ca_topic_score_gemma":0.004117419,"teacher_disagreement_score":0.0019471658,"about_ca_system_score_codex":0.0003176559,"about_ca_system_score_gemma":0.00050292816,"threshold_uncertainty_score":0.0065138936},"labels":[],"label_agreement":null},{"id":"W4234872739","doi":"10.1080/00210862.2011.617184","title":"Universalizing modernism","year":2011,"lang":"en","type":"article","venue":"Building Research & Information","topic":"Travel Writing and Literature","field":"Arts and Humanities","cited_by":0,"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 British Columbia","funders":"","keywords":"Modernism (music); Aesthetics; Art; Sociology; Architectural engineering; Philosophy; Engineering","score_opus":0.24280737343132483,"score_gpt":0.31669586155957147,"score_spread":0.07388848812824664,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4234872739","genre_codex":"other","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":[0.030532317,0.0071309195,0.02818668,0.03897661,0.0013052113,0.00004378321,0.00018487063,0.0002217764,0.8934179],"genre_scores_gemma":[0.89277786,0.002405573,0.007795178,0.0071899,0.001857439,0.00014479387,0.00016341178,0.00033383278,0.087331876],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9947889,0.0026068958,0.00015099581,0.0011659415,0.0006482959,0.00063901703],"domain_scores_gemma":[0.9921863,0.0032191684,0.00032417936,0.003224061,0.0006884159,0.00035784996],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005626313,0.0005331237,0.0011241356,0.0027274136,0.0071773096,0.008427717,0.0013143321,0.003399267,0.017544957],"category_scores_gemma":[0.009012985,0.00046730423,0.0007088448,0.0017679125,0.053389,0.012987704,0.008813437,0.0072597386,0.0021999413],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000002837314,0.000003988259,0.00004394717,0.000010967352,0.0000020182738,0.0000070356855,0.0010607073,0.000022497989,0.00001568508,0.99623436,0.0010420455,0.0015538343],"study_design_scores_gemma":[0.0000052267555,0.0000062007844,0.00010841968,0.000037478418,0.0000046955975,0.000026488755,0.00071010255,0.00005166968,0.00007404115,0.9461316,0.05283984,0.0000041975536],"about_ca_topic_score_codex":0.002273226,"about_ca_topic_score_gemma":0.0022753628,"teacher_disagreement_score":0.017544957,"about_ca_system_score_codex":0.0045837206,"about_ca_system_score_gemma":0.0032458294,"threshold_uncertainty_score":0.058693707},"labels":[],"label_agreement":null},{"id":"W4319831747","doi":"10.1080/09613218.2022.2162475","title":"High-rise apartment quality evaluation and related demographic factors: lesson from RentSafeTO programme","year":2023,"lang":"en","type":"article","venue":"Building Research & Information","topic":"Housing Market and Economics","field":"Economics, Econometrics and Finance","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Apartment; Occupancy; Quality (philosophy); Public housing; Census; Immigration; Business; Urbanization; Government (linguistics); High rise; Post-occupancy evaluation; Geography; Economic growth; Environmental health; Engineering; Civil engineering; Architectural engineering; Economics; Medicine; Population","score_opus":0.1566959630311015,"score_gpt":0.3593599703364198,"score_spread":0.2026640073053183,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4319831747","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":[0.7240253,0.015142249,0.004255472,0.21494219,0.0012561972,0.00053484924,0.0030714278,0.00014892075,0.036623385],"genre_scores_gemma":[0.96290433,0.01597507,0.0053375433,0.0036558388,0.00061791466,0.00018621523,0.001296809,0.000044516528,0.0099817235],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.999316,0.00028576632,0.00002379419,0.00003376805,0.00023488235,0.00010573355],"domain_scores_gemma":[0.99612397,0.0012592226,0.00028651903,0.000105144536,0.0012886387,0.00093653146],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0018051277,0.0002554028,0.00033229718,0.00044844914,0.00046334983,0.00092882104,0.00044869757,0.0003859701,0.0030182807],"category_scores_gemma":[0.0064729312,0.00011711237,0.0003728189,0.0007140277,0.00036357864,0.0010099356,0.0007902676,0.0010989435,0.0004054611],"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":[0.00018337261,0.001449241,0.33167884,0.0008176347,0.000060164075,0.0005711465,0.009655458,0.0011708061,0.00040813506,0.0022602878,0.16013157,0.49161336],"study_design_scores_gemma":[0.00002788433,0.0006427424,0.92653346,0.0010821312,0.000059698326,0.00018268767,0.01772792,0.0015034869,0.00032802907,0.0016981803,0.050165005,0.000048734346],"about_ca_topic_score_codex":0.15064159,"about_ca_topic_score_gemma":0.27021232,"teacher_disagreement_score":0.15064159,"about_ca_system_score_codex":0.0029625106,"about_ca_system_score_gemma":0.0047156895,"threshold_uncertainty_score":0.2995295},"labels":[],"label_agreement":null},{"id":"W4364378923","doi":"10.1080/09613218.2023.2191923","title":"Synchronization of water-energy consumption in residential and non-residential buildings during COVID-19","year":2023,"lang":"en","type":"article","venue":"Building Research & Information","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Energy consumption; Consumption (sociology); Work (physics); Nexus (standard); Environmental science; Resilience (materials science); Environmental economics; Water consumption; Resource (disambiguation); Business; Environmental engineering; Computer science; Engineering; Economics; Sociology","score_opus":0.02061201184541158,"score_gpt":0.29296073940230954,"score_spread":0.272348727556898,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4364378923","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":[0.99766976,0.000033119413,0.00021772266,0.000039319177,0.000002518685,0.000008516296,0.00066529575,0.0000056352337,0.0013580552],"genre_scores_gemma":[0.99919754,0.000017577337,0.000091103066,0.000004903689,8.788074e-7,0.000003944473,0.00043240105,0.000001713552,0.00024998796],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99983907,0.000017480214,0.000007687888,0.000030498306,0.000048157934,0.000057019268],"domain_scores_gemma":[0.99981207,0.000023773535,0.000039283314,0.000012200475,0.00007426429,0.000038418573],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015271358,0.00010755839,0.00017636704,0.0004317519,0.00039963538,0.0005838937,0.00020968847,0.00019394096,0.00067782955],"category_scores_gemma":[0.0005118713,0.00008558342,0.00014371712,0.0010096504,0.00031794922,0.0002960367,0.00046548233,0.00016378361,0.0001008647],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001991615,0.00004576706,0.9805548,0.000034963887,0.00004151276,0.00018732452,0.0022512733,0.0019345295,0.0030564596,0.0005811458,0.0008413048,0.010271765],"study_design_scores_gemma":[5.6225684e-7,0.000008968612,0.9966258,0.0000036796755,0.0000025322308,0.00001106932,0.0015881819,0.0009352722,0.00020823842,0.00003053651,0.0005818571,0.0000033072627],"about_ca_topic_score_codex":0.5027078,"about_ca_topic_score_gemma":0.73330855,"teacher_disagreement_score":0.5027078,"about_ca_system_score_codex":0.0026533282,"about_ca_system_score_gemma":0.0012734619,"threshold_uncertainty_score":0.9995634},"labels":[],"label_agreement":null},{"id":"W4366121911","doi":"10.1080/09613218.2023.2192905","title":"An exploration of post-occupancy evaluation in Canada: origins, milestones and next steps","year":2023,"lang":"en","type":"article","venue":"Building Research & Information","topic":"Facilities and Workplace Management","field":"Psychology","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Toronto Metropolitan University","funders":"Mitacs","keywords":"Milestone; Occupancy; Reputation; Best practice; Benchmarking; Headway; Political science; Engineering; History; Business; Architectural engineering; Marketing; Transport engineering; Archaeology; Law","score_opus":0.1586662304480735,"score_gpt":0.42403714042579677,"score_spread":0.2653709099777233,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4366121911","genre_codex":"review","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":[0.1908542,0.5303417,0.015928322,0.124508105,0.0017613559,0.002194466,0.005799344,0.00020844919,0.12840405],"genre_scores_gemma":[0.80973107,0.16230147,0.011695368,0.0088577485,0.00013170332,0.00056946155,0.0009851193,0.000106398045,0.005621673],"study_design_codex":"design_other","study_design_gemma":"qualitative","domain_scores_codex":[0.9655796,0.0128189055,0.0021192832,0.0017613183,0.013763083,0.003957762],"domain_scores_gemma":[0.85895854,0.06527137,0.006088453,0.0024870196,0.06255786,0.004636841],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.045794927,0.00045318052,0.0014090905,0.010267928,0.010441986,0.011623113,0.0024997983,0.0011813708,0.003030914],"category_scores_gemma":[0.073193796,0.00057993166,0.0008246825,0.027209278,0.012031183,0.0046876166,0.00519756,0.003206736,0.00017329148],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":true,"study_design_scores_codex":[0.00026493988,0.00014965136,0.049249537,0.03269776,0.00025966487,0.0009101097,0.16977952,0.0010857346,0.0006348926,0.10640679,0.030795,0.6077664],"study_design_scores_gemma":[0.00004037122,0.00017716525,0.15987425,0.0722051,0.00042504602,0.00042489707,0.29664102,0.0010699115,0.0012637478,0.009969179,0.45762742,0.00028188346],"about_ca_topic_score_codex":0.9833697,"about_ca_topic_score_gemma":0.9921216,"teacher_disagreement_score":0.7753278,"about_ca_system_score_codex":0.22467221,"about_ca_system_score_gemma":0.4988791,"threshold_uncertainty_score":0.89927036},"labels":[],"label_agreement":null},{"id":"W4389048940","doi":"10.1080/09613218.2023.2284983","title":"Damage assessment automation for single storey detached masonry houses: a probabilistic approach","year":2023,"lang":"en","type":"article","venue":"Building Research & Information","topic":"Infrastructure Maintenance and Monitoring","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"SAIT Polytechnic","funders":"","keywords":"Masonry; Retrofitting; Probabilistic logic; Scope (computer science); Bayesian network; Computer science; Maximization; Sample (material); Engineering; Architectural engineering; Operations research; Construction engineering; Civil engineering; Artificial intelligence; Structural engineering; Mathematics","score_opus":0.05147513881469339,"score_gpt":0.34184011603551595,"score_spread":0.29036497722082255,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4389048940","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":[0.027573613,0.00012754973,0.9708436,0.00008452437,0.000006701215,0.000056959296,0.00011068195,0.0003350777,0.0008612709],"genre_scores_gemma":[0.81297016,0.00032402092,0.18461215,0.000033672368,0.000030678548,0.00011964652,0.00036990872,0.000049111357,0.0014906349],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987697,0.00036096651,0.00008312465,0.00033222223,0.00036249647,0.00009148893],"domain_scores_gemma":[0.99806684,0.0009986355,0.00034383175,0.00019155596,0.00033462193,0.00006459261],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0015836849,0.0006505942,0.000721863,0.0020866988,0.00044245058,0.0010830046,0.0011680195,0.00074236,0.0011723086],"category_scores_gemma":[0.004477147,0.0005908498,0.0009178878,0.000999455,0.0005032154,0.0013612313,0.001227049,0.000622412,0.00034507105],"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":[0.00008174812,0.00010711885,0.014598453,0.0001586091,0.00008268839,0.00017995319,0.0002414338,0.8089999,0.005717442,0.0060574873,0.0007062994,0.16306895],"study_design_scores_gemma":[0.0000022651418,0.000026423526,0.0030016513,0.0000087225335,0.000012784968,0.000079787416,0.000031118136,0.99242824,0.000532782,0.0035500496,0.0003157827,0.000010325697],"about_ca_topic_score_codex":0.006936996,"about_ca_topic_score_gemma":0.010584157,"teacher_disagreement_score":0.006936996,"about_ca_system_score_codex":0.00073399494,"about_ca_system_score_gemma":0.0008587255,"threshold_uncertainty_score":0.01379323},"labels":[],"label_agreement":null},{"id":"W4407227603","doi":"10.1080/09613218.2025.2457940","title":"The POE paradigm in architecture: practices and perspectives of Canadian practitioners","year":2025,"lang":"en","type":"article","venue":"Building Research & Information","topic":"Design Education and Practice","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":true,"ca_institutions":"Toronto Metropolitan University","funders":"Toronto Metropolitan University","keywords":"Paradigm shift; Architecture; Computer science; History; Epistemology; Philosophy; Archaeology","score_opus":0.04619465180783146,"score_gpt":0.3592348226834691,"score_spread":0.3130401708756377,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4407227603","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":[0.68567616,0.018239588,0.017035227,0.12284084,0.00067307305,0.00040666107,0.00021616666,0.000193924,0.15471835],"genre_scores_gemma":[0.9654808,0.0064999936,0.008018204,0.0046098717,0.000030505995,0.000086327826,0.000046895893,0.00008528075,0.015142167],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9740617,0.01197424,0.0009566291,0.0019396559,0.0067411587,0.0043266406],"domain_scores_gemma":[0.96701425,0.012351237,0.0011349875,0.0013364312,0.0126765985,0.0054864367],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.030571228,0.0007399945,0.0007970375,0.00425975,0.03345177,0.012309265,0.0029941753,0.0054203793,0.0036667767],"category_scores_gemma":[0.031151183,0.0008117062,0.0005235264,0.009188535,0.03143225,0.005168315,0.00784231,0.007166659,0.00042777538],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000043667158,0.000061420564,0.0049821353,0.0003587856,0.000007244427,0.00077616854,0.9073686,0.00034994847,0.0012750711,0.042430542,0.0061166263,0.03622974],"study_design_scores_gemma":[0.000010733961,0.00005220831,0.0040976293,0.000663508,0.000012269574,0.00043791468,0.8097434,0.0005904211,0.00037805422,0.0046913847,0.1792216,0.00010080396],"about_ca_topic_score_codex":0.95144415,"about_ca_topic_score_gemma":0.9654223,"teacher_disagreement_score":0.8710275,"about_ca_system_score_codex":0.12897249,"about_ca_system_score_gemma":0.19642346,"threshold_uncertainty_score":0.93576527},"labels":[],"label_agreement":null}]}