{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004625442,0.0001773296,0.0002412875,0.0005364285,0.0003571434,0.0001440396,0.0004645157,0.0001541852,0.000003494583],"category_scores_gemma":[0.0009526251,0.0001592579,0.00006342153,0.0001401424,0.0002437054,0.0001915575,0.000253258,0.0004300528,5.890948e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003182989,"about_ca_system_score_gemma":0.00008863261,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004154553,"about_ca_topic_score_gemma":0.00002118814,"domain_scores_codex":[0.9988772,0.00002826076,0.0004005957,0.0002279434,0.0001934239,0.0002725933],"domain_scores_gemma":[0.9986554,0.00007779249,0.0001865128,0.0002398347,0.0007388197,0.0001016901],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001721619,0.00003877504,0.0141207,0.00007082585,0.0001136032,0.00004255579,0.0004467602,0.6939558,0.001140675,0.01275167,0.000003140088,0.2771434],"study_design_scores_gemma":[0.002271543,0.0006930724,0.01970945,0.0001991339,0.00008650715,0.001015258,0.00265729,0.6597077,0.0412144,0.2686853,0.002779594,0.0009807474],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9065108,0.0001688504,0.09003464,0.002631286,0.0003808755,0.0001148173,0.000001828877,0.00008503245,0.00007189678],"genre_scores_gemma":[0.9971833,0.0000346421,0.002589629,0.00003505565,0.0001087855,0.000009227902,8.992088e-7,0.00001488759,0.00002352479],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2761626,"threshold_uncertainty_score":0.6494349,"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004549412,0.0001940255,0.0002336707,0.0004182616,0.000141257,0.0000473797,0.0003994049,0.0001440171,0.0004583709],"category_scores_gemma":[0.0000915305,0.0001555195,0.00004922147,0.0003001658,0.0004574351,0.0003400386,0.000742669,0.0003775741,0.00001790807],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006431639,"about_ca_system_score_gemma":0.00007430794,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003421627,"about_ca_topic_score_gemma":0.000005455598,"domain_scores_codex":[0.9985381,0.00004145325,0.0003955748,0.0002778725,0.0003589389,0.0003880992],"domain_scores_gemma":[0.9993979,0.00004560973,0.0001957221,0.0001481313,0.00009892109,0.0001136652],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000258186,0.00008282648,0.7403001,0.00005336879,0.00007974469,0.0001808286,0.001986965,0.00009000137,0.0003042998,0.003718258,0.0001054881,0.25284],"study_design_scores_gemma":[0.001276981,0.0002709389,0.7683856,0.0000149359,0.00001480448,0.0009586831,0.02030595,0.00004019667,0.001323904,0.05273848,0.1543206,0.0003489073],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9886473,0.0001398324,0.00007730268,0.009705886,0.0001815461,0.0002436788,5.352218e-7,0.00002579715,0.0009781015],"genre_scores_gemma":[0.9963642,0.0000528497,0.001559042,0.0001842005,0.000106483,0.000007104001,0.000002049974,0.00001054772,0.001713519],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2524911,"threshold_uncertainty_score":0.6341903,"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009449962,0.0001013912,0.0001890787,0.0004464557,0.00003700969,0.0000233713,0.000268812,0.0001056015,0.00001173658],"category_scores_gemma":[0.0007740005,0.00008168121,0.00004537547,0.0002940081,0.0003549785,0.0004278749,0.0001160216,0.0002090496,3.139734e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000527764,"about_ca_system_score_gemma":0.0001886597,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004285284,"about_ca_topic_score_gemma":0.0001837438,"domain_scores_codex":[0.9989371,0.00008306576,0.0004158306,0.0001452525,0.0002288408,0.000189908],"domain_scores_gemma":[0.9991083,0.0001238385,0.0002281249,0.0000939574,0.0003988411,0.00004698413],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.004767848,0.0005446117,0.4787627,0.0001828289,0.0001433626,0.0002091303,0.0175783,0.06277832,0.02453754,0.05561233,0.000239967,0.3546431],"study_design_scores_gemma":[0.001385861,0.0009130115,0.02305498,0.00003530896,0.00001659077,0.0001677918,0.01649554,0.003465155,0.01517932,0.9387707,0.0003653878,0.0001503765],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9033973,0.0000584618,0.09382363,0.002229082,0.00006956345,0.0003224706,0.000001381247,0.00001244163,0.00008572045],"genre_scores_gemma":[0.9924812,0.00000363487,0.007354735,0.00002101253,0.0000253962,0.00001194547,0.000001763187,0.000005616147,0.00009466933],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8831583,"threshold_uncertainty_score":0.3330863,"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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0002579813,0.0001136827,0.0002359064,0.0003679692,0.000182046,0.00002614653,0.0003309979,0.00006679868,0.00005635936],"category_scores_gemma":[0.0005563138,0.00006774497,0.00008884182,0.00005756268,0.002856625,0.00009432651,0.0001474792,0.0002606983,3.680754e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001320146,"about_ca_system_score_gemma":0.00009637486,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001410892,"about_ca_topic_score_gemma":0.0003608951,"domain_scores_codex":[0.9989702,0.00006178861,0.0004864015,0.0001241526,0.0002100941,0.0001473888],"domain_scores_gemma":[0.9982864,0.0001676475,0.0003331807,0.0001287551,0.001045155,0.00003889778],"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":[0.004152764,0.0002642108,0.04165677,0.0002437671,0.0005899994,0.00004823985,0.08210694,0.00001332804,0.004251529,0.5571965,0.0002887996,0.3091871],"study_design_scores_gemma":[0.001142275,0.003362836,0.02301209,0.0001443342,0.0001028528,0.0004757561,0.02358905,0.00009624512,0.007155963,0.86724,0.07338366,0.0002949086],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.992689,0.001895078,0.0003204005,0.003939031,0.0003987395,0.0001023225,0.00001168946,0.0000163391,0.0006273887],"genre_scores_gemma":[0.9992484,0.00002067211,0.000178875,0.00002598883,0.0002141785,0.000003381782,3.067872e-7,0.000005744946,0.0003023995],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3100435,"threshold_uncertainty_score":0.999857,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}