{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":4,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":4,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"8ded8f1855b7","filters":{"venue":"VITRUVIO - International Journal of Architectural Technology and Sustainability"}},"results":[{"id":"W2777726521","doi":"10.4995/vitruvio-ijats.2017.7687","title":"Selecting and Installing Energy-Efficient Windows to Improve Dwelling Sustainability","year":2017,"lang":"en","type":"article","venue":"VITRUVIO - International Journal of Architectural Technology and Sustainability","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University","funders":"","keywords":"Overheating (electricity); Building envelope; Architectural engineering; Installation; Sustainability; Solar gain; Energy consumption; Facade; Computer science; Engineering; Environmental science; Civil engineering; Solar energy; Operating system; Meteorology; Electrical engineering","authors":[{"name":"Avi Friedman","is_ca":true},{"name":"Morgan Matheson","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.003530811807692529,"gpt":0.2342076245460407,"spread":0.2306768127383481,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004112253,0.0003643943,0.0002820099,0.0005970869,0.0002911226,0.001086205,0.0004634437,0.0002912043,0.002741014],"category_scores_gemma":[0.0008666307,0.0001643678,0.0002187047,0.0004751031,0.0001473371,0.0009985341,0.0006797098,0.0002762438,0.0006427164],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001911253,"about_ca_system_score_gemma":0.0002809075,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007789194,"about_ca_topic_score_gemma":0.00202113,"domain_scores_codex":[0.9998291,0.00004666463,0.00001432274,0.00001972316,0.00005446655,0.00003571159],"domain_scores_gemma":[0.9997888,0.00005332984,0.00003862547,0.00003615929,0.00005699112,0.00002613722],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002883795,0.0005287298,0.02780179,0.0006829973,0.00006283713,0.0005681338,0.0008378315,0.05315301,0.3549489,0.01389876,0.003558532,0.5436701],"study_design_scores_gemma":[0.00007697727,0.001861312,0.1500171,0.000480297,0.0003485402,0.001577656,0.004799282,0.1856952,0.5231204,0.01444268,0.117419,0.0001615867],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.772202,0.001382128,0.2030268,0.0002146446,0.0000649176,0.0001952964,0.0001847384,0.0005846871,0.02214487],"genre_scores_gemma":[0.9056259,0.0007537311,0.08939889,0.00001725931,0.00001166043,0.00005292613,0.00008321607,0.0001222851,0.003934269],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002741014,"threshold_uncertainty_score":0.009169579,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2949395925","doi":"10.4995/vitruvio-ijats.2019.11866","title":"Sustainable development past and future","year":2019,"lang":"en","type":"article","venue":"VITRUVIO - International Journal of Architectural Technology and Sustainability","topic":"Sustainable Development and Environmental Policy","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University","funders":"","keywords":"Sustainable development; Environmental planning; Environmental science; Political science","authors":[{"name":"Avi Friedman","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.002322340790157756,"gpt":0.210646088050253,"spread":0.2083237472600953,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002334612,0.0005339361,0.000420942,0.0008662265,0.00377453,0.007125469,0.0005258532,0.001695375,0.01574536],"category_scores_gemma":[0.002765954,0.0001749961,0.0002717885,0.001225874,0.006800488,0.006994002,0.004224035,0.003577682,0.002634195],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005467682,"about_ca_system_score_gemma":0.007253821,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003823525,"about_ca_topic_score_gemma":0.009045462,"domain_scores_codex":[0.9983609,0.000558976,0.00006376007,0.0002201948,0.0005351146,0.0002610625],"domain_scores_gemma":[0.9990723,0.0001654001,0.0000740668,0.000153001,0.0002787909,0.0002563346],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001730595,0.00002518832,0.0005984017,0.0002318578,0.00001243369,0.00008062522,0.001769027,0.0004068621,0.0002469707,0.8372161,0.07044615,0.08894906],"study_design_scores_gemma":[0.000001568228,0.0000123445,0.0003724532,0.000309417,0.000003385408,0.00008331042,0.0009583891,0.00006931328,0.00006290802,0.124159,0.8739606,0.00000731048],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.008781676,0.1117394,0.006913798,0.1467778,0.005242733,0.00004009272,0.0005027637,0.00018645,0.7198153],"genre_scores_gemma":[0.5846322,0.184384,0.01620207,0.02730024,0.002871541,0.0001939518,0.0007041649,0.0002251363,0.1834867],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.01574536,"threshold_uncertainty_score":0.05267352,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2283976601","doi":"10.4995/vitruvio-ijats.2015.4475","title":"Design strategies for integration of green roofs in sustainable housing","year":2015,"lang":"en","type":"article","venue":"VITRUVIO - International Journal of Architectural Technology and Sustainability","topic":"Urban Heat Island Mitigation","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University","funders":"","keywords":"Green roof; Certification; Environmental science; Sustainable design; Roof; Green infrastructure; Urban heat island; Civil engineering; Architectural engineering; Environmental resource management; Geography; Sustainability; Engineering; Ecology; Meteorology","authors":[{"name":"Avi Friedman","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01697356384888616,"gpt":0.2743535094835782,"spread":0.2573799456346921,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005184218,0.0005023451,0.0001668434,0.0006713482,0.0005422527,0.0011353,0.0005583155,0.000438122,0.004576913],"category_scores_gemma":[0.0004033141,0.0002515674,0.0003050649,0.0003177965,0.0003783635,0.000940614,0.0008967197,0.0002808869,0.0009077573],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005210134,"about_ca_system_score_gemma":0.0006160734,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001114594,"about_ca_topic_score_gemma":0.00478743,"domain_scores_codex":[0.9996673,0.00009743759,0.00001210315,0.00002699609,0.0001315301,0.000064555],"domain_scores_gemma":[0.9998401,0.00001858202,0.00002048419,0.00001699419,0.00007476396,0.00002903724],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001690745,0.0006305529,0.009448119,0.0005616801,0.00005699198,0.0009654135,0.003320184,0.1062095,0.09683384,0.2427993,0.006745042,0.5322602],"study_design_scores_gemma":[0.0001663079,0.001941003,0.02963481,0.0008209541,0.0002455484,0.001288286,0.01096638,0.3133203,0.1005191,0.1228859,0.4180684,0.0001430444],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1808326,0.001014605,0.6852608,0.0009991382,0.0001475243,0.0004293107,0.00004939453,0.0004079751,0.1308586],"genre_scores_gemma":[0.7008157,0.0006523321,0.277006,0.0001022192,0.00002874691,0.0001773675,0.00003646576,0.00007863087,0.02110254],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004576913,"threshold_uncertainty_score":0.0153113,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2811313561","doi":"10.4995/vitruvio-ijats.2018.10023","title":"The Evolution of Façades and Interior Layouts of Narrow-Front Townhouses","year":2018,"lang":"en","type":"article","venue":"VITRUVIO - International Journal of Architectural Technology and Sustainability","topic":"Historical Architecture and Urbanism","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University","funders":"","keywords":"Nobility; Context (archaeology); The Renaissance; Style (visual arts); Front (military); Architectural engineering; Politics; Architectural style; Architecture; History; Economic geography; Engineering; Art history; Archaeology; Political science; Geography; Mechanical engineering; Law","authors":[{"name":"Avi Friedman","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.00575818382871357,"gpt":0.2306658717583627,"spread":0.2249076879296492,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002664403,0.000199017,0.0001411219,0.001368898,0.0009765956,0.002188309,0.0003484614,0.0002474819,0.006390894],"category_scores_gemma":[0.00153796,0.000261439,0.0002088598,0.0009580217,0.002180463,0.0005957482,0.001199256,0.0004057008,0.0006654112],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008458167,"about_ca_system_score_gemma":0.0002190848,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005125348,"about_ca_topic_score_gemma":0.01948584,"domain_scores_codex":[0.9996855,0.0000695119,0.00001169528,0.00009917382,0.00007342235,0.00006068552],"domain_scores_gemma":[0.9996368,0.00007034214,0.00005489563,0.00009375039,0.00008707742,0.000057131],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0009732124,0.0001994293,0.1856647,0.0004048991,0.00007691479,0.00249316,0.1054351,0.01492015,0.09929612,0.1413194,0.004438172,0.4447787],"study_design_scores_gemma":[0.0000203993,0.0003024593,0.8268883,0.0001750157,0.00005530733,0.003130649,0.03077952,0.004822522,0.009227392,0.0119203,0.1125367,0.000141331],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9518303,0.0003145873,0.005848027,0.000063035,0.00002193265,0.00003049587,0.0002861345,0.00008843707,0.0415171],"genre_scores_gemma":[0.9914833,0.00006974291,0.003246089,0.000007021973,0.00000385671,0.000005368537,0.00008684224,0.00005076969,0.005047036],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006390894,"threshold_uncertainty_score":0.02137971,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}