{"meta":{"query_hash":"8ded8f1855b7","filters":{"venue":"VITRUVIO - International Journal of Architectural Technology and Sustainability"},"cohort_total":4,"direct_labels_cover":0,"predictions_cover":4,"exported":4,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/8ded8f1855b7","api":"https://metacan.xera.ac/api/v1/cohort?venue=VITRUVIO+-+International+Journal+of+Architectural+Technology+and+Sustainability"},"results":[{"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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_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","score_opus":0.016973563848886163,"score_gpt":0.27435350948357823,"score_spread":0.2573799456346921,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2283976601","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":[0.1808326,0.0010146053,0.68526083,0.0009991382,0.00014752433,0.0004293107,0.000049394534,0.00040797505,0.1308586],"genre_scores_gemma":[0.70081574,0.0006523321,0.277006,0.00010221917,0.000028746907,0.00017736747,0.00003646576,0.00007863087,0.02110254],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9996673,0.00009743759,0.000012103154,0.000026996095,0.00013153015,0.000064554995],"domain_scores_gemma":[0.99984014,0.000018582023,0.000020484189,0.000016994189,0.00007476396,0.000029037235],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005184218,0.0005023451,0.00016684341,0.0006713482,0.0005422527,0.0011352997,0.0005583155,0.000438122,0.004576913],"category_scores_gemma":[0.00040331407,0.00025156737,0.00030506492,0.00031779648,0.00037836347,0.000940614,0.0008967197,0.0002808869,0.00090775726],"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":[0.00016907451,0.0006305529,0.009448119,0.0005616801,0.000056991976,0.0009654135,0.003320184,0.10620949,0.09683384,0.24279934,0.006745042,0.53226024],"study_design_scores_gemma":[0.00016630792,0.0019410035,0.029634815,0.0008209541,0.00024554844,0.001288286,0.010966378,0.3133203,0.1005191,0.12288586,0.4180684,0.00014304435],"about_ca_topic_score_codex":0.0011145938,"about_ca_topic_score_gemma":0.0047874297,"teacher_disagreement_score":0.004576913,"about_ca_system_score_codex":0.0005210134,"about_ca_system_score_gemma":0.00061607343,"threshold_uncertainty_score":0.015311301},"labels":[],"label_agreement":null},{"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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_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","score_opus":0.0035308118076925288,"score_gpt":0.23420762454604066,"score_spread":0.23067681273834814,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2777726521","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":[0.77220196,0.0013821281,0.20302679,0.00021464456,0.0000649176,0.00019529635,0.00018473843,0.0005846871,0.022144873],"genre_scores_gemma":[0.9056259,0.0007537311,0.08939889,0.000017259314,0.000011660429,0.000052926134,0.000083216066,0.00012228506,0.0039342693],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99982905,0.00004666463,0.00001432274,0.000019723164,0.000054466545,0.000035711586],"domain_scores_gemma":[0.9997888,0.00005332984,0.000038625465,0.000036159287,0.000056991124,0.000026137217],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00041122528,0.00036439428,0.0002820099,0.0005970869,0.00029112265,0.0010862045,0.00046344372,0.00029120425,0.0027410137],"category_scores_gemma":[0.0008666307,0.00016436778,0.00021870469,0.00047510306,0.00014733705,0.0009985341,0.0006797098,0.00027624375,0.0006427164],"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":[0.00028837952,0.0005287298,0.027801793,0.00068299734,0.00006283713,0.0005681338,0.0008378315,0.053153012,0.35494894,0.013898759,0.0035585316,0.5436701],"study_design_scores_gemma":[0.000076977274,0.0018613124,0.15001708,0.00048029702,0.00034854023,0.0015776563,0.0047992817,0.18569522,0.5231204,0.014442679,0.11741896,0.00016158666],"about_ca_topic_score_codex":0.00077891944,"about_ca_topic_score_gemma":0.0020211297,"teacher_disagreement_score":0.0027410137,"about_ca_system_score_codex":0.00019112526,"about_ca_system_score_gemma":0.00028090752,"threshold_uncertainty_score":0.009169579},"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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_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","score_opus":0.00575818382871357,"score_gpt":0.23066587175836273,"score_spread":0.22490768792964916,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2811313561","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":[0.9518303,0.00031458735,0.0058480273,0.000063035,0.000021932654,0.000030495867,0.00028613445,0.000088437075,0.041517098],"genre_scores_gemma":[0.9914833,0.00006974291,0.0032460887,0.000007021973,0.0000038567096,0.000005368537,0.00008684224,0.00005076969,0.0050470363],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9996855,0.0000695119,0.000011695282,0.00009917382,0.00007342235,0.000060685525],"domain_scores_gemma":[0.99963677,0.00007034214,0.000054895634,0.00009375039,0.00008707742,0.000057131005],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00026644027,0.00019901703,0.00014112187,0.0013688979,0.0009765956,0.0021883089,0.0003484614,0.00024748192,0.006390894],"category_scores_gemma":[0.0015379596,0.00026143895,0.0002088598,0.0009580217,0.002180463,0.0005957482,0.0011992559,0.00040570082,0.0006654112],"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":[0.00097321236,0.0001994293,0.18566473,0.00040489907,0.00007691479,0.00249316,0.10543513,0.01492015,0.099296115,0.1413194,0.004438172,0.44477868],"study_design_scores_gemma":[0.000020399297,0.00030245935,0.82688826,0.00017501565,0.000055307333,0.0031306485,0.03077952,0.004822522,0.009227392,0.0119203,0.11253674,0.00014133098],"about_ca_topic_score_codex":0.005125348,"about_ca_topic_score_gemma":0.019485839,"teacher_disagreement_score":0.006390894,"about_ca_system_score_codex":0.0008458167,"about_ca_system_score_gemma":0.00021908476,"threshold_uncertainty_score":0.02137971},"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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"","keywords":"Sustainable development; Environmental planning; Environmental science; Political science","score_opus":0.0023223407901577556,"score_gpt":0.210646088050253,"score_spread":0.20832374726009525,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2949395925","genre_codex":"other","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"review","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.008781676,0.11173945,0.0069137984,0.14677781,0.0052427333,0.000040092717,0.00050276367,0.00018644996,0.7198153],"genre_scores_gemma":[0.58463216,0.18438402,0.016202074,0.027300239,0.0028715408,0.00019395178,0.0007041649,0.00022513633,0.18348669],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99836093,0.000558976,0.00006376007,0.00022019482,0.00053511455,0.0002610625],"domain_scores_gemma":[0.9990723,0.00016540011,0.000074066804,0.00015300102,0.00027879095,0.00025633458],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0023346117,0.0005339361,0.00042094203,0.0008662265,0.0037745296,0.007125469,0.0005258532,0.0016953754,0.015745362],"category_scores_gemma":[0.0027659538,0.00017499611,0.00027178848,0.001225874,0.0068004876,0.0069940025,0.0042240354,0.003577682,0.0026341947],"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":[0.00001730595,0.000025188318,0.0005984017,0.00023185778,0.0000124336875,0.00008062522,0.0017690265,0.0004068621,0.0002469707,0.8372161,0.07044615,0.08894906],"study_design_scores_gemma":[0.0000015682275,0.000012344503,0.00037245316,0.00030941697,0.0000033854078,0.00008331042,0.00095838914,0.00006931328,0.00006290802,0.124159046,0.8739606,0.0000073104798],"about_ca_topic_score_codex":0.0038235246,"about_ca_topic_score_gemma":0.009045462,"teacher_disagreement_score":0.015745362,"about_ca_system_score_codex":0.005467682,"about_ca_system_score_gemma":0.0072538205,"threshold_uncertainty_score":0.05267352},"labels":[],"label_agreement":null}]}