{"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":"04602e7e30df","filters":{"venue":"Proceedings of Smart and Sustainable Built Environment Conference Series"}},"results":[{"id":"W7154967786","doi":"10.66408/sasbe.2025.2630","title":"Evaluating the impact of public policies supporting digital transformation in the construction sector: towards a systematic evaluation framework","year":2025,"lang":"","type":"article","venue":"Proceedings of Smart and Sustainable Built Environment Conference Series","topic":"BIM and Construction Integration","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true},"ca_institutions":"École de Technologie Supérieure","funders":"Natural Sciences and Engineering Research Council of Canada; Ministère de l'Education Nationale, de l'Enseignement Superieur et de la Recherche; Association Nationale de la Recherche et de la Technologie","keywords":"Hindsight bias; Digital transformation; Novelty; Relevance (law); Plan (archaeology); Asset (computer security); Public policy; Policy analysis; Order (exchange)","authors":[{"name":"Victoria Lerognon","is_ca":true},{"name":"Erik Poirier","is_ca":true},{"name":"Élodie Hochscheid","is_ca":false},{"name":"Gilles Hallin","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02879598537940971,"gpt":0.2917943378801794,"spread":0.2629983525007697,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.4940304,0.004285526,0.005776773,0.02230034,0.005610467,0.02570789,0.005354083,0.008113726,0.003857129],"category_scores_gemma":[0.4535371,0.001920804,0.004897691,0.0154355,0.01829958,0.0183544,0.01342842,0.006540095,0.0004324563],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04780819,"about_ca_system_score_gemma":0.07738018,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008820301,"about_ca_topic_score_gemma":0.009773307,"domain_scores_codex":[0.2973725,0.6244729,0.03302623,0.006541717,0.03428976,0.004296892],"domain_scores_gemma":[0.2788233,0.6302735,0.02825964,0.01718973,0.0434546,0.001999393],"domain_codex":"methods","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":[0.001116544,0.002453328,0.01683107,0.04662785,0.003604674,0.0004143345,0.0157923,0.05837454,0.001873613,0.4375363,0.003643205,0.4117323],"study_design_scores_gemma":[0.002299425,0.009033902,0.01775575,0.1248164,0.008316383,0.000356654,0.05161384,0.09191392,0.01663266,0.6093234,0.06722455,0.0007131981],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.09637917,0.05633005,0.683661,0.0262896,0.000910237,0.05870236,0.002460076,0.0005779074,0.07468966],"genre_scores_gemma":[0.485753,0.01244974,0.4543442,0.002013037,0.0001910906,0.04380185,0.0005215323,0.00009158017,0.0008340109],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.4940304,"threshold_uncertainty_score":0.6239506,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7151787182","doi":"10.66408/sasbe.2025.2767","title":"Towards Socially Sound Sustainable Building Projects with a Novel Life Cycle Assessment Method","year":2025,"lang":"","type":"article","venue":"Proceedings of Smart and Sustainable Built Environment Conference Series","topic":"Environmental Impact and Sustainability","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto","funders":"","keywords":"Scope (computer science); Social impact assessment; Bridging (networking); Work (physics); Unit (ring theory); Building design; Triangulation; Life-cycle assessment","authors":[{"name":"Anna Elisabeth Kristoffersen","is_ca":false},{"name":"Ted Kesik","is_ca":true},{"name":"Carl Schultz","is_ca":false},{"name":"Aliakbar Kamari","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01302093549976717,"gpt":0.2708788119291666,"spread":0.2578578764293994,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01202615,0.0009828887,0.0004276378,0.004004213,0.001452592,0.004306762,0.001409075,0.001141828,0.005394611],"category_scores_gemma":[0.01743628,0.0006465048,0.0009576055,0.002390511,0.002101513,0.004156035,0.004915404,0.001527295,0.001060108],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002329026,"about_ca_system_score_gemma":0.003402638,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001767535,"about_ca_topic_score_gemma":0.004973939,"domain_scores_codex":[0.9855484,0.009548814,0.0005736114,0.001266861,0.002753356,0.0003088652],"domain_scores_gemma":[0.9899063,0.005666807,0.0007541118,0.001508723,0.001851605,0.0003125431],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002340494,0.0008997725,0.01596569,0.001167813,0.0001092799,0.0004973045,0.02886819,0.01522257,0.01626672,0.1694917,0.003672267,0.7476046],"study_design_scores_gemma":[0.0003433212,0.001711986,0.01603676,0.001805112,0.0002124628,0.00210351,0.04550514,0.2467562,0.03892038,0.3227924,0.3231336,0.0006792082],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02764337,0.0001764024,0.9470552,0.0005684883,0.00006146054,0.002004553,0.0002191436,0.0003600505,0.0219113],"genre_scores_gemma":[0.1071006,0.00014708,0.888445,0.00007904125,0.0000104971,0.00188084,0.000105172,0.00006128203,0.002170583],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01202615,"threshold_uncertainty_score":0.06360108,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7151742348","doi":"10.66408/sasbe.2025.2769","title":"<b>AI in ANZ Construction Job Posts: A Detailed Five-Year Analysis (2021-2025)  </b>","year":2025,"lang":"","type":"article","venue":"Proceedings of Smart and Sustainable Built Environment Conference Series","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Semtech (Canada)","funders":"","keywords":"Workforce; Restructuring; Workforce development; Apprenticeship; Workforce management; Productivity; Career Pathways; Human capital","authors":[{"name":"M Reza Hosseini","is_ca":false},{"name":"Tim Mumford","is_ca":true},{"name":"Mehran Oraee","is_ca":false},{"name":"Theodoros Galanos","is_ca":false},{"name":"Robin Drogmeuller","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01976248042957004,"gpt":0.2842627621999089,"spread":0.2645002817703389,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008502525,0.0002651234,0.0001551126,0.003256398,0.0006732591,0.001177012,0.0005294684,0.0004852934,0.006150724],"category_scores_gemma":[0.002970442,0.0002560113,0.0003079864,0.003116137,0.0004265074,0.001363288,0.00158105,0.0007211225,0.00313018],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002023722,"about_ca_system_score_gemma":0.002649238,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1361349,"about_ca_topic_score_gemma":0.2113579,"domain_scores_codex":[0.9992575,0.00005126664,0.00004761426,0.00007983605,0.0003117643,0.0002520354],"domain_scores_gemma":[0.9967457,0.0003003674,0.001121816,0.0001037296,0.0009930209,0.0007353961],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001509503,0.00009763668,0.899305,0.0002943268,0.00002707629,0.0004396878,0.010291,0.0005567355,0.002615934,0.001326067,0.01886164,0.06603386],"study_design_scores_gemma":[0.000001049257,0.00003316407,0.9848342,0.00004142241,0.000003487177,0.00004470236,0.004355753,0.0005701967,0.0001242691,0.00004262813,0.009941601,0.0000075966],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.981876,0.0002715958,0.000352903,0.0008459174,0.00002692226,0.00006767914,0.008585446,0.0000393845,0.007934324],"genre_scores_gemma":[0.9744444,0.0004980654,0.0006625073,0.0002667611,0.00003606682,0.0001853722,0.00945386,0.00004003904,0.01441287],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1361349,"threshold_uncertainty_score":0.2706851,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7154970715","doi":"10.66408/sasbe.2025.2702","title":"Enabling Circularity through Dynamic Material Passports: A Framework Integrating Digital Twin Technologies and Data Governance in the Built Environment","year":2025,"lang":"","type":"article","venue":"Proceedings of Smart and Sustainable Built Environment Conference Series","topic":"Sustainable Supply Chain Management","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"National Research Council Canada","funders":"","keywords":"Sustainability; Key (lock); Built environment; Building information modeling; Reuse; Scalability; Stakeholder; Resource (disambiguation)","authors":[{"name":"Leila Ahmadi","is_ca":true},{"name":"M. Hamed Mozaffari","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01187067527726567,"gpt":0.2236857705431852,"spread":0.2118150952659195,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.011226,0.0007825702,0.0006363522,0.003456551,0.003436005,0.01263913,0.002701889,0.003373503,0.003000526],"category_scores_gemma":[0.01156869,0.0007487023,0.001868765,0.003175478,0.01434623,0.01751173,0.01015228,0.003857096,0.0006881282],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004809314,"about_ca_system_score_gemma":0.01183984,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009476452,"about_ca_topic_score_gemma":0.008593269,"domain_scores_codex":[0.9920856,0.003761984,0.0007068248,0.001191409,0.001535818,0.0007183148],"domain_scores_gemma":[0.9919682,0.002930044,0.0008117,0.002586193,0.0009775148,0.0007264016],"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":[0.000005013362,0.00001359668,0.0002006469,0.00002712792,0.000006020075,0.00009616416,0.0004267347,0.004183925,0.0001486192,0.9877691,0.0004077106,0.006715499],"study_design_scores_gemma":[0.00001945752,0.00003656558,0.0002329006,0.0002765317,0.00004157355,0.0002210265,0.001007569,0.04335171,0.001145048,0.8696828,0.08393643,0.00004843181],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.00767945,0.0004442143,0.9533222,0.00364585,0.0001089573,0.0002601687,0.0001213392,0.0003456659,0.0340721],"genre_scores_gemma":[0.3630751,0.001146693,0.6265435,0.0006652257,0.00011595,0.0005921093,0.0003205134,0.0001417158,0.007399242],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01263913,"threshold_uncertainty_score":0.05936944,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}