{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":20,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":20,"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":"fd8c85f94406","filters":{"venue":"Smart and Sustainable Built Environment"}},"results":[{"id":"W4293566659","doi":"10.1108/sasbe-03-2022-0050","title":"Industry 4.0 and the circular economy: using design-stage digital technology to reduce construction waste","year":2022,"lang":"en","type":"article","venue":"Smart and Sustainable Built Environment","topic":"BIM and Construction Integration","field":"Engineering","cited_by":121,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Queen's University; Queen's University Belfast","keywords":"Reuse; Circular economy; Originality; Big data; Analytics; Design technology; Engineering; Computer science; Engineering management; Manufacturing engineering; Systems engineering; Data science; Waste management","authors":[{"name":"Anuja Talla","is_ca":false},{"name":"Stephen McIlwaine","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.007369698120115759,"gpt":0.1887937069776201,"spread":0.1814240088575043,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001780107,0.0001148986,0.000117329,0.000124229,0.000397926,0.00008261317,0.00006569737,0.0001112708,0.00008457987],"category_scores_gemma":[0.000007214328,0.0001052047,0.00001974403,0.0001178645,0.0002002384,0.0001510637,0.0001592293,0.0003666291,0.000001607025],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000234926,"about_ca_system_score_gemma":0.00002398017,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000196199,"about_ca_topic_score_gemma":2.24685e-7,"domain_scores_codex":[0.9993507,0.0000300028,0.0001441197,0.0001757496,0.0000708464,0.0002285467],"domain_scores_gemma":[0.9997439,0.00001505386,0.0000263919,0.0001556368,0.000007329256,0.00005163866],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002867528,0.00006272104,0.01565709,0.0002632168,0.0003202902,0.0000902572,0.002124283,0.7128401,0.006705751,0.160357,0.000833661,0.1004588],"study_design_scores_gemma":[0.003764278,0.00029233,0.0005457549,0.00002069276,0.0001367424,0.001026154,0.1797834,0.132547,0.01003278,0.04208457,0.6286768,0.001089544],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9634956,0.0007454361,0.03327931,0.0007540174,0.0001293229,0.0004725847,0.000006205696,0.00006928566,0.001048276],"genre_scores_gemma":[0.9983647,0.00003336939,0.0005453198,0.00005079348,0.00003170257,0.0001255294,0.000002908973,0.00001541954,0.0008302407],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6278431,"threshold_uncertainty_score":0.4290121,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3183638180","doi":"10.1108/sasbe-04-2021-0068","title":"A generative design approach for modular construction in congested urban areas","year":2021,"lang":"en","type":"article","venue":"Smart and Sustainable Built Environment","topic":"BIM and Construction Integration","field":"Engineering","cited_by":38,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of New Brunswick","funders":"","keywords":"Modular design; Generative Design; Constructability; Systems engineering; Building information modeling; Computer science; Iterative design; Parametric design; Engineering design process; Modularity (biology); Engineering; Parametric statistics; Industrial engineering","authors":[{"name":"Yuxi Wei","is_ca":true},{"name":"Hyungjoo Choi","is_ca":false},{"name":"Zhen Lei","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.009990784575022924,"gpt":0.181723473065796,"spread":0.1717326884907731,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001285187,0.000126738,0.0001407277,0.00006425574,0.00009124546,0.00004239925,0.00002879425,0.00008912248,0.00003377043],"category_scores_gemma":[0.00001132311,0.000133214,0.0000295159,0.00008024654,0.00006289966,0.0001176367,0.00001905879,0.00008533773,0.000001083176],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001671115,"about_ca_system_score_gemma":0.00002955078,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001333624,"about_ca_topic_score_gemma":0.000003605375,"domain_scores_codex":[0.999272,0.00004298936,0.0001588115,0.0002070946,0.00007496974,0.0002441144],"domain_scores_gemma":[0.9997678,0.00001924368,0.00001800127,0.0001198509,0.00002530611,0.00004978081],"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":[0.0002451813,0.0003419231,0.03512193,0.0009693695,0.0003949545,0.0001354108,0.003535244,0.6763037,0.02870001,0.1790566,0.003771846,0.07142384],"study_design_scores_gemma":[0.003677489,0.000197994,0.01187435,0.00003249773,0.0001051729,0.000180891,0.02699963,0.8259536,0.05321134,0.01715366,0.05964264,0.000970747],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1507373,0.001732778,0.8452731,0.00008966406,0.0001091536,0.0005813508,0.000005947772,0.00005640293,0.001414302],"genre_scores_gemma":[0.9428304,0.0003146827,0.05448813,0.00003423151,0.0000739787,0.0004369598,0.00007585361,0.00002532182,0.001720479],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.792093,"threshold_uncertainty_score":0.5432308,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4401253692","doi":"10.1108/sasbe-03-2024-0096","title":"Predictive digital twin technologies for achieving net zero carbon emissions: a critical review and future research agenda","year":2024,"lang":"en","type":"review","venue":"Smart and Sustainable Built Environment","topic":"Digital Transformation in Industry","field":"Engineering","cited_by":34,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Queen's University; Queen's University Belfast","keywords":"Computer science; Scopus; Data science; Big data; Data mining; Political science; MEDLINE","authors":[{"name":"Faris Elghaish","is_ca":false},{"name":"Sandra Matarneh","is_ca":false},{"name":"M. Reza Hosseini","is_ca":false},{"name":"Algan Tezel","is_ca":false},{"name":"Abdul‐Majeed Mahamadu","is_ca":false},{"name":"Firouzeh Taghikhah","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.042161314946912,"gpt":0.31908844976783,"spread":0.276927134820918,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005733112,0.0004805074,0.0009297431,0.0002791999,0.0001867545,0.0003387899,0.0002333137,0.000538057,0.00001174525],"category_scores_gemma":[0.0001900658,0.000385547,0.0001591484,0.0002734534,0.0003016761,0.0003544256,0.0003952816,0.001069025,0.000007809106],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004043749,"about_ca_system_score_gemma":0.0000834791,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002096362,"about_ca_topic_score_gemma":9.537469e-8,"domain_scores_codex":[0.9978193,0.00004480737,0.0005537001,0.0004913805,0.0003040118,0.0007867868],"domain_scores_gemma":[0.9991578,0.0002656991,0.00003196911,0.0003801947,0.00002792444,0.0001364357],"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":[0.000003500259,0.0000276466,0.000002965736,0.3153078,0.0001934194,0.00005947661,0.0001079889,0.000006231155,1.062732e-7,0.002029057,0.01648386,0.665778],"study_design_scores_gemma":[0.0000693497,0.00009798884,6.776003e-7,0.01266385,0.0005640848,0.00004653277,0.001970226,0.00005624713,6.316147e-7,0.001448506,0.9827304,0.0003515258],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000003497379,0.9906778,0.0002025719,0.0007533124,0.0001210002,0.002270428,0.0002416521,0.0003069335,0.005422764],"genre_scores_gemma":[0.0001098881,0.9959781,0.00009170072,0.00001070921,0.0001253121,0.001439554,0.0001046656,0.00009705467,0.002043024],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9662465,"threshold_uncertainty_score":0.9998596,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3049465371","doi":"10.1108/sasbe-04-2020-0047","title":"Development of a sustainability rating tool for heritage buildings: future implications","year":2020,"lang":"en","type":"article","venue":"Smart and Sustainable Built Environment","topic":"Cultural Heritage Management and Preservation","field":"Arts and Humanities","cited_by":23,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Concordia University","funders":"","keywords":"Sustainability; Rating system; Context (archaeology); Ranking (information retrieval); Engineering; Architectural engineering; Environmental resource management; Computer science; Environmental economics; Geography; Environmental science","authors":[{"name":"Abobakr Al-Sakkaf","is_ca":true},{"name":"Tarek Zayed","is_ca":true},{"name":"Ashutosh Bagchi","is_ca":true},{"name":"Sherif Mahmoud","is_ca":true},{"name":"David Pickup","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04011088437324908,"gpt":0.2258972424636824,"spread":0.1857863580904333,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002816746,0.0001482461,0.0001770102,0.00002833296,0.0006020902,0.0001070825,0.0001211138,0.00003545456,0.0002757058],"category_scores_gemma":[0.00004474301,0.0001312715,0.00005852988,0.00003529584,0.00009483725,0.0002979017,0.0001971503,0.00006172296,0.000001951812],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009710089,"about_ca_system_score_gemma":0.00003542148,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003912717,"about_ca_topic_score_gemma":0.0000402514,"domain_scores_codex":[0.9989663,0.00002135168,0.0003239447,0.0002658903,0.0001193409,0.0003031122],"domain_scores_gemma":[0.9995658,0.00003246336,0.0001034729,0.0001458479,0.00008957945,0.00006282431],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000199282,0.0001777404,0.006821605,0.003198685,0.0001302571,0.000003474587,0.1410005,0.0000876435,0.001217484,0.7923662,0.006343347,0.04845382],"study_design_scores_gemma":[0.0003367288,0.00007912444,0.002691771,0.000005234662,0.00002524253,1.220948e-7,0.0887485,0.0001282895,0.0001589628,0.00324928,0.9044043,0.0001724216],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9733856,0.0005035255,0.00581542,0.01305445,0.00007075479,0.00264298,0.00002600922,0.00008386233,0.004417425],"genre_scores_gemma":[0.9866827,0.0000286082,0.005971907,0.0003386242,0.0003340001,0.0003799534,0.00007649179,0.0000185776,0.00616921],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.898061,"threshold_uncertainty_score":0.5353097,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3200357622","doi":"10.1108/sasbe-03-2021-0049","title":"Sustainability assessment model for heritage buildings","year":2021,"lang":"en","type":"article","venue":"Smart and Sustainable Built Environment","topic":"Sustainable Building Design and Assessment","field":"Engineering","cited_by":19,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Concordia University; HEC Montréal","funders":"","keywords":"Sustainability; TOPSIS; Fuzzy logic; Originality; Architectural engineering; Scale (ratio); Environmental resource management; Cultural heritage; Built environment; Decision-making models; Computer science; Environmental economics; Civil engineering; Engineering; Operations research; Environmental science; Geography; Artificial intelligence; Economics; Political science; Cartography","authors":[{"name":"Abobakr Al-Sakkaf","is_ca":true},{"name":"Ashutosh Bagchi","is_ca":true},{"name":"Tarek Zayed","is_ca":false},{"name":"Sherif Mahmoud","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.009434016914094083,"gpt":0.2357754258699787,"spread":0.2263414089558846,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007252984,0.0004129893,0.000425283,0.0001121463,0.0004186888,0.0002007061,0.000185221,0.0001658295,0.00008659118],"category_scores_gemma":[0.00006596727,0.0004495678,0.0001544915,0.000163723,0.0001146489,0.0003148369,0.0002814338,0.0002439902,0.000002235296],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001426143,"about_ca_system_score_gemma":0.000348433,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002418513,"about_ca_topic_score_gemma":0.000004350214,"domain_scores_codex":[0.9973307,0.00005435492,0.0004119288,0.0006372808,0.0003150367,0.001250717],"domain_scores_gemma":[0.9988428,0.0001111467,0.00004709298,0.0005719679,0.0001552746,0.0002716909],"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":[0.000114734,0.0008506233,0.01008356,0.00660004,0.0004985264,0.0007906416,0.001879107,0.7237195,0.007844363,0.1983677,0.02072095,0.0285302],"study_design_scores_gemma":[0.001788445,0.0001516075,0.002266122,0.00002711003,0.0001279326,0.00002602721,0.01526774,0.6655103,0.002590067,0.06327584,0.2479493,0.001019479],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2144606,0.002584884,0.77639,0.001516605,0.0001733523,0.001695104,0.00002466331,0.0004031752,0.002751666],"genre_scores_gemma":[0.95433,0.0005837396,0.02587803,0.0001581354,0.00008255587,0.0007081928,0.00004743425,0.0001018456,0.01811013],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7505119,"threshold_uncertainty_score":0.9997956,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4381052724","doi":"10.1108/sasbe-01-2023-0006","title":"Modeling relational performance of the supply chains for prefabricated housebuilding in New Zealand","year":2023,"lang":"en","type":"article","venue":"Smart and Sustainable Built Environment","topic":"BIM and Construction Integration","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"","keywords":"Originality; Supply chain; Sustainability; Quality (philosophy); Prefabrication; Business; Architectural engineering; Marketing; Engineering; Civil engineering; Creativity","authors":[{"name":"Rehan Masood","is_ca":false},{"name":"Krishanu Roy","is_ca":false},{"name":"Vicente A. González","is_ca":true},{"name":"James B.P. Lim","is_ca":false},{"name":"Abdur Rehman Nasir","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.009964841075414387,"gpt":0.1851303652079176,"spread":0.1751655241325032,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001284685,0.00006770874,0.00007316503,0.00007396696,0.00007295248,0.000008256198,0.00004573487,0.00004416684,0.000009698797],"category_scores_gemma":[0.000006882219,0.00005582378,0.00002339515,0.0001242658,0.00001993459,0.00008635777,0.00003004907,0.00006567802,0.000001203169],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007417258,"about_ca_system_score_gemma":0.00002398316,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008496761,"about_ca_topic_score_gemma":0.00001497481,"domain_scores_codex":[0.9994946,0.000007001603,0.0001455105,0.00008940863,0.00008120476,0.0001822468],"domain_scores_gemma":[0.9998513,0.00001509703,0.00001483252,0.00008762711,0.000007079356,0.00002400368],"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":[0.000016424,0.000005481123,0.07985767,0.00007436925,0.0000105065,3.078888e-7,0.0004295438,0.9110466,0.0007263187,0.003956078,0.0004318999,0.003444812],"study_design_scores_gemma":[0.0003599924,0.0000201558,0.05582299,0.00002013663,0.000006859186,0.000001452167,0.0004383956,0.9356424,0.0007496014,0.001013007,0.005847455,0.00007751364],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9937502,0.0001253616,0.00546352,0.0002090589,0.00005891433,0.0002498985,0.000002824708,0.00003850336,0.0001017677],"genre_scores_gemma":[0.9949639,0.0002386128,0.0002319706,0.000005716075,0.00002480267,0.00003614397,0.000009098213,0.00001147841,0.004478291],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02459585,"threshold_uncertainty_score":0.2276428,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4392734748","doi":"10.1108/sasbe-12-2023-0379","title":"An advanced exploration of functionalities as the underlying principles of construction control metrics","year":2024,"lang":"en","type":"article","venue":"Smart and Sustainable Built Environment","topic":"BIM and Construction Integration","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"Keele University; Agence Nationale de la Recherche","keywords":"Computer science; Control (management); Workflow; Context (archaeology); Process management; Lagging; Quality (philosophy); Process (computing); Sensemaking; Project management; Engineering management; Systems engineering; Knowledge management; Engineering; Artificial intelligence","authors":[{"name":"Moslem Sheikhkhoshkar","is_ca":false},{"name":"Hind Bril El-Haouzi","is_ca":false},{"name":"Alexis Aubry","is_ca":false},{"name":"Farook Hamzeh","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01809620566078199,"gpt":0.2246221243085475,"spread":0.2065259186477655,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001884156,0.00008432849,0.00009952649,0.0001072813,0.000083036,0.00003251999,0.00003770628,0.00004519233,0.00005945805],"category_scores_gemma":[0.00001139943,0.00006595438,0.00003138527,0.0001163179,0.0001282767,0.0004443192,0.00001013362,0.00007089019,0.000001981888],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007212839,"about_ca_system_score_gemma":0.00002461411,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003828028,"about_ca_topic_score_gemma":0.000004273801,"domain_scores_codex":[0.9994067,0.00002816058,0.0002064564,0.0001024941,0.0001441522,0.0001120304],"domain_scores_gemma":[0.9997457,0.00005428014,0.00003220085,0.0001160241,0.00002759329,0.00002424309],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004867365,0.00002397611,0.002726485,0.0005181989,0.0001291817,0.000002439526,0.001446502,0.1192314,0.006152446,0.7814656,0.00002538361,0.08822971],"study_design_scores_gemma":[0.002012559,0.001026412,0.01797773,0.0002012104,0.0004337835,0.0000912028,0.1947223,0.3197867,0.04047252,0.1378523,0.2845748,0.0008485379],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7718414,0.005560276,0.2182522,0.000244131,0.000449616,0.0004087526,0.00001203743,0.0001066246,0.003124909],"genre_scores_gemma":[0.9983174,0.000543617,0.0004300164,0.00000737372,0.00002616747,0.00004452551,0.000009622676,0.000009980999,0.0006113318],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6436133,"threshold_uncertainty_score":0.2689542,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4400976703","doi":"10.1108/sasbe-11-2023-0356","title":"Sources of occupational stress in UK construction projects: an empirical investigation and agenda for future research","year":2024,"lang":"en","type":"article","venue":"Smart and Sustainable Built Environment","topic":"Occupational Health and Safety Research","field":"Health Professions","cited_by":13,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Queen's University; Queen's University Belfast","keywords":"Stressor; Focus group; Context (archaeology); Qualitative research; Empirical research; Psychology; Empirical evidence; Sample (material); Applied psychology; Engineering; Public relations; Business; Knowledge management; Marketing; Sociology; Political science; Clinical psychology; Computer science","authors":[{"name":"Saad Sarhan","is_ca":false},{"name":"Stephen Pretlove","is_ca":false},{"name":"Faris Elghaish","is_ca":false},{"name":"Sandra Matarneh","is_ca":false},{"name":"Alan Mossman","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1323695367234635,"gpt":0.4741191850215867,"spread":0.3417496482981232,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003246013,0.0001035815,0.0001641685,0.0003495555,0.0006465458,0.00002271108,0.00006331087,0.0001827319,0.00007879708],"category_scores_gemma":[0.0001937266,0.00008967297,0.00001952478,0.0002389014,0.0002996502,0.0001952454,0.0001180251,0.0004435683,0.000003447345],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00029637,"about_ca_system_score_gemma":0.0008360145,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005702681,"about_ca_topic_score_gemma":0.0001963582,"domain_scores_codex":[0.9976029,0.0006876682,0.0003813407,0.0003498427,0.0004053791,0.0005728329],"domain_scores_gemma":[0.9985359,0.001021956,0.00004657358,0.000137373,0.00009064589,0.0001674972],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009642337,0.00004350238,0.9783056,0.002252184,0.000009131357,0.00000753902,0.006392105,0.00002091427,0.00007067181,0.005319297,0.0005876347,0.006027235],"study_design_scores_gemma":[0.0006287826,0.0004587017,0.9113204,0.000133703,0.000005847167,0.000002336633,0.04836176,0.002141648,0.00007347011,0.005833265,0.03094277,0.00009734413],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9932286,0.001388529,0.0001887102,0.002951544,0.0001147537,0.001907688,0.00006627616,0.00001423565,0.0001396435],"genre_scores_gemma":[0.9962723,0.0005103644,0.001004771,0.00007683107,0.0002884342,0.0006918525,0.0001386252,0.00001508503,0.001001709],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06698518,"threshold_uncertainty_score":0.4972773,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4224255674","doi":"10.1108/sasbe-11-2021-0189","title":"Measurement and sonification of construction site noise and particle pollution data","year":2022,"lang":"en","type":"article","venue":"Smart and Sustainable Built Environment","topic":"Noise Effects and Management","field":"Health Professions","cited_by":12,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Engineering Link (Canada)","funders":"","keywords":"Sonification; Visualization; Computer science; Focus (optics); Noise (video); Data visualization; Human–computer interaction; Process (computing); Work (physics); Engineering; Data mining; Artificial intelligence","authors":[{"name":"Niklas Rönnberg","is_ca":false},{"name":"Rasmus Ringdahl","is_ca":true},{"name":"Anna Fredriksson","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0390114666073435,"gpt":0.2964337891759495,"spread":0.257422322568606,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00165265,0.00008974557,0.0001322523,0.00003759946,0.0009136306,0.000009396314,0.00006221643,0.00002858523,0.0001070596],"category_scores_gemma":[0.00003028914,0.00008663647,0.000009021512,0.00005450809,0.0000852238,0.0001403689,0.00094186,0.0001249281,0.000002424087],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001883365,"about_ca_system_score_gemma":0.00003886961,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006049987,"about_ca_topic_score_gemma":0.0000231944,"domain_scores_codex":[0.9986695,0.0002585707,0.0002302147,0.0002914602,0.0002664584,0.0002838161],"domain_scores_gemma":[0.9994161,0.00002487878,0.0001208303,0.0003433442,0.0000186519,0.0000762313],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008416143,0.0007234483,0.7388495,0.004091836,0.0002558874,0.0000349595,0.009854558,0.0006886582,0.04682703,0.09554597,0.009859725,0.09242681],"study_design_scores_gemma":[0.002422034,0.0004108073,0.5944819,0.00004327783,0.0001832827,0.000004496789,0.04280852,0.003565794,0.0003025768,0.002364909,0.3531283,0.0002840444],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9934,0.001742773,0.001095538,0.00227632,0.0001009319,0.001061798,0.00002411433,0.00001694766,0.0002815291],"genre_scores_gemma":[0.9979606,0.0005752757,0.0002393144,0.0001435862,0.00002751115,0.000143201,0.00002653264,0.000008857816,0.0008751292],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3432686,"threshold_uncertainty_score":0.7027001,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3045278703","doi":"10.1108/sasbe-03-2020-0024","title":"Managers' risk perception and the adoption of sustainable consumption strategies in the hospitality sector: the moderating role of stakeholder salience attributes","year":2020,"lang":"en","type":"article","venue":"Smart and Sustainable Built Environment","topic":"Corporate Social Responsibility Reporting","field":"Business, Management and Accounting","cited_by":11,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Prince Edward Island","funders":"","keywords":"Salience (neuroscience); Stakeholder; Hospitality; Risk perception; Business; Marketing; Moderation; Perception; Sustainable consumption; Consumption (sociology); Hospitality industry; Originality; Sustainability; Psychology; Public relations; Tourism; Social psychology; Political science; Sociology","authors":[{"name":"Rasha Abd El Nafea ElShafei","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02290937774212037,"gpt":0.2153088509427796,"spread":0.1923994732006592,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003108787,0.000149656,0.0002254156,0.00004767846,0.0005016803,0.000261052,0.0001626481,0.00005317171,0.00001837541],"category_scores_gemma":[0.0004007714,0.00008972495,0.00005475966,0.0002214716,0.0005259904,0.0007326635,0.0003116486,0.0001905209,0.000001079527],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006152589,"about_ca_system_score_gemma":0.00003444059,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003668939,"about_ca_topic_score_gemma":0.0000930887,"domain_scores_codex":[0.9984876,0.0001829014,0.0004296389,0.0002636183,0.0003274316,0.0003088402],"domain_scores_gemma":[0.9989704,0.0002068586,0.0004994332,0.0002373772,0.00007455424,0.00001136655],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005129974,0.0001160813,0.8031604,0.001274481,0.00004679189,0.00001942489,0.01983472,0.006991025,0.0009437694,0.1631314,0.00005625723,0.003912644],"study_design_scores_gemma":[0.0005538641,0.00002948954,0.5149539,0.00001267042,0.00007780119,7.958478e-7,0.4428385,0.01153576,0.00002128526,0.02914503,0.0007174938,0.0001133803],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953357,0.0004849114,0.0008633178,0.001727048,0.00001000498,0.00104519,0.000001669197,0.00001304132,0.0005191184],"genre_scores_gemma":[0.9994074,0.0002080894,0.0000355757,0.0001532035,0.00006283854,0.00004934925,0.000008486723,0.000009215191,0.00006588509],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4230038,"threshold_uncertainty_score":0.5546363,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3209882205","doi":"10.1108/sasbe-04-2021-0064","title":"An integrated space-based building maintenance management model using multi-objective optimization","year":2021,"lang":"en","type":"article","venue":"Smart and Sustainable Built Environment","topic":"Facilities and Workplace Management","field":"Psychology","cited_by":10,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Concordia University","funders":"","keywords":"Particle swarm optimization; Weibull distribution; MATLAB; Computer science; Sensitivity (control systems); Reliability engineering; Multi-objective optimization; Engineering; Mathematical optimization; Mathematics; Algorithm","authors":[{"name":"Huthaifa AL-Smadi","is_ca":true},{"name":"Abobakr Al-Sakkaf","is_ca":true},{"name":"Tarek Zayed","is_ca":false},{"name":"Fuzhan Nasiri","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01518300650654917,"gpt":0.2560483409691248,"spread":0.2408653344625756,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003956,0.0002855195,0.0002419008,0.0001423835,0.0003516203,0.0001136246,0.0001389933,0.0001040786,0.0005293516],"category_scores_gemma":[0.000009406582,0.0002901836,0.00006696183,0.0001910393,0.0001128285,0.000162964,0.0002201916,0.0001556823,0.000009919478],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005510413,"about_ca_system_score_gemma":0.00004241623,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003875864,"about_ca_topic_score_gemma":0.00001308807,"domain_scores_codex":[0.9978942,0.0001590269,0.0002638862,0.0007170772,0.0002099866,0.0007558032],"domain_scores_gemma":[0.9991367,0.00002029124,0.00008166252,0.0005697472,0.00005017334,0.0001414457],"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":[0.0001207963,0.0003917949,0.001774768,0.0001035394,0.000111625,0.0003516339,0.0006676135,0.9818352,0.00006568634,0.01235029,0.0004345149,0.001792474],"study_design_scores_gemma":[0.002083013,0.0001114393,0.001727969,0.00004558849,0.0001201568,0.000006980506,0.04613024,0.9272701,0.0001436545,0.0004957995,0.02142238,0.0004427178],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1192862,0.0003681477,0.8764328,0.0004248373,0.0001281624,0.0005977764,0.00001326895,0.00006368176,0.002685091],"genre_scores_gemma":[0.741379,0.0001547115,0.1959649,0.0004708462,0.0000319696,0.000170497,0.0000890138,0.00006145122,0.06167762],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6804679,"threshold_uncertainty_score":0.9999551,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2770367236","doi":"10.1108/sasbe-03-2017-0008","title":"Do green buildings capture higher market valuations and lower vacancy rates? A Canadian case study of LEED and BOMA-BEST properties","year":2017,"lang":"en","type":"article","venue":"Smart and Sustainable Built Environment","topic":"Sustainable Building Design and Assessment","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"University of Waterloo","funders":"","keywords":"Valuation (finance); Real estate; Context (archaeology); Green building; Sustainability; Economics; Business; Engineering; Finance; Architectural engineering; Geography","authors":[{"name":"Farhan Rahman","is_ca":true},{"name":"Ian Rowlands","is_ca":true},{"name":"Olaf Weber","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0186118341177364,"gpt":0.2349926911779721,"spread":0.2163808570602357,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004452492,0.0003061607,0.0003195595,0.0001814641,0.0008501998,0.0002755757,0.0001491044,0.0001151125,0.0001064809],"category_scores_gemma":[0.00002381951,0.0002794536,0.00002798585,0.00005466263,0.0001773928,0.0003329379,0.0002212235,0.0001785742,9.438825e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002603399,"about_ca_system_score_gemma":0.00009247222,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.140306,"about_ca_topic_score_gemma":0.005416423,"domain_scores_codex":[0.9984884,0.00005637548,0.00025968,0.0003826721,0.0002071476,0.0006057559],"domain_scores_gemma":[0.9990364,0.00003055395,0.00007550006,0.0005028881,0.00004548296,0.000309173],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004830731,0.002323237,0.8508915,0.005630287,0.002329346,0.02912078,0.03934768,0.006406043,0.003659126,0.005702008,0.01352869,0.04057821],"study_design_scores_gemma":[0.01197776,0.002515291,0.5789837,0.0003945976,0.001296922,0.001155589,0.2514002,0.01157291,0.0005059085,0.003019836,0.1340286,0.003148683],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940492,0.002862011,0.0000566134,0.0003210689,0.00008730139,0.0010573,0.000007859379,0.00002816139,0.001530517],"genre_scores_gemma":[0.9880974,0.0003279846,0.000140063,0.00002494407,0.00004242674,0.0001282192,0.000001643025,0.00004435483,0.01119292],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2719078,"threshold_uncertainty_score":0.9999658,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4403984038","doi":"10.1108/sasbe-06-2024-0237","title":"Optimizing cooling setpoint using adaptive thermal comfort concept for school building in desert climates under current and future climates","year":2024,"lang":"en","type":"article","venue":"Smart and Sustainable Built Environment","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Setpoint; Thermal comfort; Current (fluid); Desert (philosophy); Environmental science; Architectural engineering; Desert climate; Meteorology; Engineering; Computer science; Geography; Ecology; Biology; Political science; Arid; Electrical engineering","authors":[{"name":"Fuad Baba","is_ca":true},{"name":"Jihad Awad","is_ca":false},{"name":"Yazan Elkahlout","is_ca":false},{"name":"Mohammed Sherzad","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01153692762710297,"gpt":0.2321433206764211,"spread":0.2206063930493181,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003032849,0.0002593801,0.0002513261,0.0001515755,0.0002223343,0.0001611952,0.00007170618,0.0001162543,0.00002916757],"category_scores_gemma":[0.000004790856,0.0002519796,0.00005058956,0.0001099295,0.00006489805,0.0003654504,0.0001211356,0.0002284167,3.437542e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003219437,"about_ca_system_score_gemma":0.00002807512,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003818824,"about_ca_topic_score_gemma":0.000003143856,"domain_scores_codex":[0.9987026,0.00002456049,0.0002801867,0.0003245829,0.0001128767,0.0005551802],"domain_scores_gemma":[0.9996569,0.00007322772,0.00002910631,0.0001255705,0.00001133556,0.0001038672],"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":[0.00003761332,0.00001825813,0.001098263,0.0003776004,0.00004759134,0.00001284783,0.0004949103,0.9831097,0.0006025723,0.01035746,0.00003238249,0.003810832],"study_design_scores_gemma":[0.0004561334,0.00005269005,0.000581709,0.000188012,0.00005285731,0.00001134769,0.003301326,0.9859901,0.001052632,0.00119074,0.006764961,0.0003574778],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7509164,0.03373505,0.2139503,0.0001182017,0.0003616275,0.0006006656,0.00001329724,0.0001976184,0.0001069054],"genre_scores_gemma":[0.9811791,0.003361618,0.01497291,0.00003329415,0.0002028385,0.00009619576,0.00002961406,0.00006775596,0.00005669861],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2302627,"threshold_uncertainty_score":0.9999933,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4393092059","doi":"10.1108/sasbe-10-2023-0322","title":"A systematic review of microclimate and outdoor thermal comfort studies in Australia and New Zealand","year":2024,"lang":"en","type":"review","venue":"Smart and Sustainable Built Environment","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Victoria","funders":"","keywords":"Microclimate; Thermal comfort; Environmental science; Architectural engineering; Geography; Meteorology; Engineering; Archaeology","authors":[{"name":"Saghar Hashemi","is_ca":false},{"name":"Amirhosein Ghaffarianhoseini","is_ca":false},{"name":"Ali GhaffarianHoseini","is_ca":false},{"name":"Nicola Naismith","is_ca":false},{"name":"Elmira Jamei","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03329786376208266,"gpt":0.2895026408686747,"spread":0.256204777106592,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003719591,0.0003392423,0.001477843,0.0001311961,0.00003319108,0.0000278858,0.00007183954,0.0001313013,0.000008052495],"category_scores_gemma":[0.00001189008,0.0002515342,0.00007705868,0.00009928557,0.00007202256,0.00006796404,0.0001692525,0.000171938,0.000001097682],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001071411,"about_ca_system_score_gemma":0.0000192774,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007347692,"about_ca_topic_score_gemma":0.000005150194,"domain_scores_codex":[0.9987341,0.00004837185,0.0005973469,0.0002428443,0.0001002321,0.0002771655],"domain_scores_gemma":[0.9995974,0.00004080271,0.00009557715,0.0001928419,0.000005575502,0.00006784072],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000001146652,0.000006860913,0.0000195657,0.9966179,0.0002673846,0.00003017893,0.0001382382,0.0003367574,2.38589e-7,0.0001936939,0.0005150787,0.001872917],"study_design_scores_gemma":[0.0002743425,0.00006835024,0.00001135286,0.7747002,0.003881526,0.00009725219,0.0003071374,0.0003863139,0.000001801244,0.0002322414,0.2194163,0.0006231358],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004429341,0.9985352,0.00002274858,0.00001538098,0.00005110906,0.0008762231,0.0000062733,0.00002522341,0.00002492938],"genre_scores_gemma":[0.00009465669,0.9942734,0.0001226546,0.00001096199,0.0000178192,0.0001398076,0.00001987538,0.00003904337,0.005281826],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.2219177,"threshold_uncertainty_score":0.9999937,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4401794558","doi":"10.1108/sasbe-11-2023-0364","title":"The design and validation of a decision support system (DSS) for the preliminary risk assessment of brownfield sites (PRABS)","year":2024,"lang":"en","type":"article","venue":"Smart and Sustainable Built Environment","topic":"BIM and Construction Integration","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Trinity College","funders":"","keywords":"Brownfield; Decision support system; Systems engineering; Risk assessment; Computer science; Risk analysis (engineering); Engineering; Environmental science; Business; Civil engineering; Data mining; Redevelopment","authors":[{"name":"Charf Mahammedi","is_ca":false},{"name":"Lamine Mahdjoubi","is_ca":false},{"name":"Colin A. Booth","is_ca":false},{"name":"Talib E. Butt","is_ca":false},{"name":"M.K.S. Al-Mhdawi","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.007792752009681021,"gpt":0.2194359546611831,"spread":0.2116432026515021,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006734068,0.0000855226,0.00009591453,0.00003868656,0.0001760382,0.0000555985,0.00005320481,0.00004997081,0.00001262167],"category_scores_gemma":[0.00001786684,0.00005106072,0.00003732284,0.0000441584,0.00006568622,0.00009333465,0.00003502073,0.00007110324,4.084213e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005640192,"about_ca_system_score_gemma":0.00002126172,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002280402,"about_ca_topic_score_gemma":0.000001374663,"domain_scores_codex":[0.9993923,0.00003501446,0.0002144389,0.0001100075,0.0001220642,0.0001261505],"domain_scores_gemma":[0.9991968,0.0005783364,0.00003838029,0.0001449517,0.00002037788,0.00002119014],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004976408,0.00008912053,0.01643043,0.005173749,0.0008400803,0.00001920891,0.002888132,0.1920805,0.007041257,0.1505281,0.009843222,0.6145686],"study_design_scores_gemma":[0.0005381182,0.0007427178,0.01409318,0.0001383542,0.0003601757,0.00003926184,0.01450314,0.9075539,0.01528554,0.005980468,0.04054341,0.0002217176],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2018975,0.004467095,0.7921891,0.000130557,0.0001676499,0.0008166527,0.00000946826,0.00003539072,0.0002865414],"genre_scores_gemma":[0.9955425,0.001677382,0.002286103,0.00000205218,0.00002199455,0.0001346833,0.000004130826,0.00001026127,0.0003208767],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.793645,"threshold_uncertainty_score":0.2082196,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4413239062","doi":"10.1108/sasbe-03-2025-0142","title":"Field assessment of thermal conditions in naturally ventilated classrooms during spring: microclimate and passive cooling impacts in cold climate","year":2025,"lang":"en","type":"article","venue":"Smart and Sustainable Built Environment","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true},"ca_institutions":"National Research Council Canada; Université de Sherbrooke; Concordia University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Microclimate; Environmental science; Overheating (electricity); Meteorology; Thermal comfort; Air temperature; Climate change; Climatology; Atmospheric sciences; Geography; Engineering","authors":[{"name":"Fuad Baba","is_ca":false},{"name":"Zhi Ying Xie","is_ca":true},{"name":"Hua Ge","is_ca":true},{"name":"Radu Zmeureanu","is_ca":true},{"name":"Liangzhu Wang","is_ca":true},{"name":"Chang Shu","is_ca":true},{"name":"Daniel Baril","is_ca":true},{"name":"Dahai Qi","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.002144894786299273,"gpt":0.2038922338084961,"spread":0.2017473390221969,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001052511,0.000118401,0.0001665225,0.0001759332,0.00007417052,0.00002326226,0.00004863192,0.00008985974,0.00001457982],"category_scores_gemma":[0.000004984795,0.0001271075,0.0000196666,0.0001161875,0.00002828647,0.000120206,0.0001023355,0.0001602651,8.963398e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001474789,"about_ca_system_score_gemma":0.00001548321,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001004285,"about_ca_topic_score_gemma":0.00004239522,"domain_scores_codex":[0.9992339,0.00001701039,0.0002285355,0.0001437851,0.00006040766,0.0003163755],"domain_scores_gemma":[0.9997926,0.00003217086,0.00003434094,0.0001020412,0.000006969489,0.00003186329],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.00004488247,0.0000592505,0.2352109,0.0006190318,0.00003954706,0.00005117613,0.0001459522,0.7224267,0.03567918,0.005588419,0.00000778341,0.0001272057],"study_design_scores_gemma":[0.001630149,0.00007529838,0.7936899,0.0003833484,0.00003536397,0.000003208226,0.001009406,0.1664984,0.03558634,0.0002486966,0.0005124324,0.0003274873],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983456,0.0005035646,0.0004681105,0.00006138068,0.00004000658,0.0001851567,0.000002617679,0.00002409023,0.0003694903],"genre_scores_gemma":[0.9983329,0.001208281,0.0002654687,0.00002189592,0.000004505397,0.00003268256,0.000007641738,0.00001085835,0.0001157308],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.558479,"threshold_uncertainty_score":0.5183294,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4416213407","doi":"10.1108/sasbe-04-2025-0181","title":"Developing a system reference architecture for assessing risks of heatwaves in residential buildings using a cloud-BIM environment: a design science research approach","year":2025,"lang":"en","type":"article","venue":"Smart and Sustainable Built Environment","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Canadian Anesthesia Research Foundation","funders":"European Commission","keywords":"Overheating (electricity); Architecture; Thermal comfort; Built environment; Usability; Stakeholder; Risk assessment; Decision support system","authors":[{"name":"Nour Samaro","is_ca":false},{"name":"T. Hartmann","is_ca":false},{"name":"Fuad Baba","is_ca":false},{"name":"Susana Martín","is_ca":true},{"name":"Milad Zamanifar","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07661430770059598,"gpt":0.3192382979073636,"spread":0.2426239902067676,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002175313,0.0001925866,0.0002700599,0.000648781,0.000535764,0.000126409,0.0002623028,0.0001327846,0.000001845063],"category_scores_gemma":[0.00004456691,0.0001989022,0.00003166126,0.0005259655,0.0003094439,0.0002517712,0.000283908,0.0002544159,1.130713e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009757839,"about_ca_system_score_gemma":0.0001653155,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003270322,"about_ca_topic_score_gemma":0.000002331559,"domain_scores_codex":[0.9980516,0.0001084413,0.0003548849,0.0004443549,0.0003398186,0.000700876],"domain_scores_gemma":[0.9994445,0.0001213151,0.00005249646,0.0002885836,0.00003258231,0.00006051144],"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":[0.00004435789,0.00002717838,0.0005917014,0.000860667,0.00001963078,0.000004376312,0.0002377785,0.9576726,0.00343022,0.03574391,0.000008850617,0.001358713],"study_design_scores_gemma":[0.0009352225,0.00006470203,0.002228166,0.000524193,0.00004395069,0.00001132768,0.004866637,0.9642861,0.01730776,0.007671056,0.001652623,0.0004082533],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2924433,0.0006304297,0.7060382,0.00002523361,0.00004033582,0.0005318646,0.000001271969,0.0000316214,0.0002576329],"genre_scores_gemma":[0.8739442,0.000151327,0.125622,0.000005236061,0.00002112763,0.0001390545,0.000004301285,0.00002190022,0.00009079623],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5815009,"threshold_uncertainty_score":0.8110995,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4404777792","doi":"10.1108/sasbe-05-2024-0191","title":"Production system state analysis and improvement using VSM, simulation, and fuzzy logic","year":2024,"lang":"en","type":"article","venue":"Smart and Sustainable Built Environment","topic":"Scheduling and Optimization Algorithms","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"","keywords":"Fuzzy logic; Computer science; State (computer science); Industrial engineering; Artificial intelligence; Engineering; Algorithm","authors":[{"name":"Karim Noueihed","is_ca":true},{"name":"Farook Hamzeh","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.008115307032466186,"gpt":0.2152847902877264,"spread":0.2071694832552602,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002519201,0.0001374627,0.0001468597,0.0001884933,0.0001466808,0.0001393915,0.00002098134,0.00004268833,0.000008385981],"category_scores_gemma":[0.000005645908,0.0001287921,0.00002343122,0.0002011529,0.00003871441,0.0001478129,0.00005072421,0.00006832179,0.000001217531],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001658513,"about_ca_system_score_gemma":0.000008462782,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005914824,"about_ca_topic_score_gemma":0.000002091622,"domain_scores_codex":[0.999199,0.00001577742,0.0001735741,0.0002741279,0.0001112067,0.0002262896],"domain_scores_gemma":[0.9997607,0.00001646514,0.00001737618,0.0001202238,0.00001132014,0.00007394857],"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":[0.000003681386,0.00000622429,0.001531485,0.0004545428,0.0001680309,0.00001314718,0.0003487859,0.9924062,0.0002001658,0.0002000327,0.000004722708,0.004663006],"study_design_scores_gemma":[0.0001098825,0.00002841524,0.00159741,0.00001789175,0.0002335932,0.000004895574,0.001659874,0.9948587,0.0002214811,0.0002346111,0.000875042,0.0001582291],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8025928,0.004242702,0.1924274,0.00006776857,0.0001259247,0.0002856543,0.000003853908,0.0001743408,0.00007958349],"genre_scores_gemma":[0.9933012,0.000475908,0.005325782,0.000008590141,0.00004926711,0.00001616522,0.0000102289,0.00002003877,0.0007928079],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1907084,"threshold_uncertainty_score":0.5251991,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4414253797","doi":"10.1108/sasbe-03-2025-0156","title":"Advancing bio-integrated building systems: a systematic review of architectural, structural and mechanical–electrical challenges in photobioreactor façades","year":2025,"lang":"en","type":"review","venue":"Smart and Sustainable Built Environment","topic":"Algal biology and biofuel production","field":"Energy","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Modular design; Scope (computer science); Energy consumption; Thematic map; Efficient energy use; Scalability; Sustainability; Geospatial analysis","authors":[{"name":"Hadi Shahamat","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0147542713947621,"gpt":0.2586123092820335,"spread":0.2438580378872714,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001121625,0.0005811613,0.00288788,0.0003547456,0.0001200586,0.0000260007,0.0002201461,0.0004389397,0.00001640116],"category_scores_gemma":[0.0005255589,0.000385554,0.0002066527,0.0002893897,0.000135657,0.00008239459,0.000266975,0.0005056015,0.000001541438],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004329062,"about_ca_system_score_gemma":0.000116844,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004808236,"about_ca_topic_score_gemma":0.00001961118,"domain_scores_codex":[0.9964045,0.0008414338,0.001175433,0.0007699098,0.0001908665,0.0006178526],"domain_scores_gemma":[0.9985565,0.0003601451,0.0005074908,0.0004480476,0.00003280983,0.00009503276],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00001514934,0.00002356418,0.000004577125,0.9403755,0.0001713966,0.00002609305,0.00002956033,0.000002299279,0.00001656592,0.004187032,0.000007283969,0.05514099],"study_design_scores_gemma":[0.0003692341,0.0003568802,0.00001216883,0.7820147,0.002287488,0.0003310224,0.0009042108,0.00007926765,0.00005013497,0.0009464665,0.2117339,0.0009144972],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003512243,0.9966074,0.0000235179,0.00007907792,0.00009740071,0.002733885,0.00001313496,0.0000318423,0.00006257354],"genre_scores_gemma":[0.001528876,0.9973988,0.0001209496,0.00001936915,0.00004206772,0.0004197874,0.00006598277,0.00002719465,0.0003769814],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.2117266,"threshold_uncertainty_score":0.9998596,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4414572011","doi":"10.1108/sasbe-04-2025-0167","title":"Operational data collection and analysis for a smart 3D-printed footbridge","year":2025,"lang":"en","type":"article","venue":"Smart and Sustainable Built Environment","topic":"Infrastructure Maintenance and Monitoring","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"WSP (Canada); Autodesk (Canada)","funders":"Engineering and Physical Sciences Research Council; Nederlandse Organisatie voor Wetenschappelijk Onderzoek; Lloyd's Register; Imperial College London","keywords":"Bridge (graph theory); Pedestrian; Data collection; Internet of Things; Structural health monitoring; Data analysis","authors":[{"name":"Thomas Reynolds","is_ca":false},{"name":"Theo Glashier","is_ca":false},{"name":"Josh Cameron","is_ca":true},{"name":"Rolands Kromanis","is_ca":false},{"name":"Pan Zhang","is_ca":true},{"name":"Zachariah Wynne","is_ca":true},{"name":"Alex Tessier","is_ca":true},{"name":"Alec Shuldiner","is_ca":false},{"name":"Sage Cammers-Goodwin","is_ca":false},{"name":"Faridaddin Vahdatikhaki","is_ca":false},{"name":"Michael Nagenborg","is_ca":false},{"name":"Kasper Siderius","is_ca":false},{"name":"C Buchanan","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.008284540608567165,"gpt":0.2212320799437277,"spread":0.2129475393351605,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002098898,0.0001291037,0.0001690734,0.0001683973,0.000245825,0.00006936872,0.00009110188,0.00005793322,0.0000179104],"category_scores_gemma":[0.00002391565,0.000127047,0.00002780626,0.0001736447,0.00003939328,0.0001400829,0.0001899304,0.0000736845,5.744938e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001383834,"about_ca_system_score_gemma":0.00002179984,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001054479,"about_ca_topic_score_gemma":0.00002655382,"domain_scores_codex":[0.9992158,0.00001067224,0.0001530693,0.0002610525,0.00007387207,0.0002855611],"domain_scores_gemma":[0.9996165,0.00003277781,0.0000140635,0.0002740829,0.00001891212,0.0000436785],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004544699,0.0001799774,0.7194931,0.002271492,0.006062822,0.00005745167,0.001651968,0.1367501,0.006250432,0.02853276,0.0425013,0.05579416],"study_design_scores_gemma":[0.001091796,0.00006619936,0.244531,0.000021104,0.0005574646,0.000004098499,0.001249901,0.3151887,0.001354053,0.00123267,0.434345,0.0003579746],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4609584,0.001514571,0.5333354,0.0004735153,0.0003368093,0.0008934656,0.00004760212,0.0001027007,0.002337494],"genre_scores_gemma":[0.9879742,0.0004102269,0.004832217,0.00006410755,0.00006345964,0.0001172628,0.0001760075,0.00001446334,0.006348053],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5285032,"threshold_uncertainty_score":0.5180826,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}