{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":17,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":17,"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":"ea283c0117bf","filters":{"venue":"Technology|Architecture + Design"}},"results":[{"id":"W2981832329","doi":"10.1080/24751448.2019.1640541","title":"Defining Geometry Levels for Optimizing BIM for VR: Insights from Traditional Architectural Media","year":2019,"lang":"en","type":"article","venue":"Technology|Architecture + Design","topic":"3D Surveying and Cultural Heritage","field":"Earth and Planetary Sciences","cited_by":17,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Carleton University","funders":"","keywords":"Virtual reality; Building information modeling; Process (computing); Block (permutation group theory); Computer science; Architectural engineering; Work (physics); Parliament; Human–computer interaction; Multimedia; Engineering; Geometry; Political science; Operations management; Mechanical engineering; Mathematics","authors":[{"name":"Katie Graham","is_ca":true},{"name":"Cailen Pybus","is_ca":true},{"name":"N. Arellano","is_ca":true},{"name":"Joey Doherty","is_ca":true},{"name":"L. Chow","is_ca":true},{"name":"Stephen Fai","is_ca":true},{"name":"Tyler Grunt","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04397138880042791,"gpt":0.2214831017008939,"spread":0.177511712900466,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001568786,0.0006025129,0.0003611069,0.001965104,0.001384108,0.008191764,0.001372067,0.0009680142,0.004252158],"category_scores_gemma":[0.004867101,0.0005743309,0.0004784945,0.001871314,0.004357514,0.004685286,0.00314425,0.001143013,0.0007784991],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002938779,"about_ca_system_score_gemma":0.002500453,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02152502,"about_ca_topic_score_gemma":0.03802254,"domain_scores_codex":[0.9982566,0.0007235954,0.00007601856,0.0001332456,0.0006338642,0.0001765473],"domain_scores_gemma":[0.9982569,0.0008290726,0.0001548008,0.0002347991,0.0004339257,0.00009058908],"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":[0.00006462014,0.0001686625,0.006408557,0.0003921739,0.00002201659,0.0004816889,0.01822348,0.06119889,0.009765795,0.7474903,0.002888222,0.1528956],"study_design_scores_gemma":[0.00003922051,0.0002007243,0.01329763,0.0005492146,0.00006759844,0.00107335,0.05785537,0.3628221,0.01638668,0.3734341,0.1740756,0.0001984694],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09757682,0.001164014,0.7607256,0.002892399,0.00006596842,0.000223345,0.0002241453,0.0003202972,0.1368075],"genre_scores_gemma":[0.6664687,0.001119494,0.3266352,0.0001024381,0.00002028849,0.0001023372,0.0001954982,0.0001928884,0.005163183],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02152502,"threshold_uncertainty_score":0.04279947,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4388738023","doi":"10.1080/24751448.2023.2246803","title":"Data Visualization for a Circular Economy: Designing a Web Application for Sustainable Housing","year":2023,"lang":"en","type":"article","venue":"Technology|Architecture + Design","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University","funders":"McGill University; Yale University","keywords":"Circular economy; Visualization; Computer science; Data mining; Biology; Ecology","authors":[{"name":"Naomi Keena","is_ca":true},{"name":"Avi Friedman","is_ca":true},{"name":"Mojtaba Parsaee","is_ca":false},{"name":"Ava Klein","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02354784691794765,"gpt":0.2573071600663923,"spread":0.2337593131484446,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003502275,0.0005890645,0.000349418,0.001324375,0.0008439755,0.002979607,0.001134316,0.001047067,0.008987089],"category_scores_gemma":[0.007589314,0.0005691143,0.0006582641,0.001095313,0.0006796609,0.003951385,0.00355837,0.001034652,0.002754979],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004072166,"about_ca_system_score_gemma":0.0009181765,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008771761,"about_ca_topic_score_gemma":0.001252762,"domain_scores_codex":[0.9989293,0.0004545461,0.00009843486,0.0001617616,0.0002842275,0.00007160509],"domain_scores_gemma":[0.9953759,0.003178983,0.0001668423,0.0005510857,0.0004623498,0.000264855],"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":[0.0009319153,0.001261602,0.01630863,0.002192202,0.0001704258,0.002575819,0.02332015,0.01445688,0.06075924,0.07079078,0.07318106,0.7340513],"study_design_scores_gemma":[0.000300562,0.0005015281,0.009548211,0.0009079956,0.0001098861,0.001569884,0.006981634,0.2574319,0.05653213,0.07759154,0.5882511,0.0002736559],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05512568,0.0002561523,0.8790379,0.001458128,0.000108717,0.001033128,0.001496504,0.04472138,0.01676252],"genre_scores_gemma":[0.149012,0.0002125774,0.8357234,0.0003144258,0.00003004953,0.0009091441,0.001897239,0.003750636,0.008150463],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008987089,"threshold_uncertainty_score":0.03006482,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2924506290","doi":"10.1080/24751448.2019.1571843","title":"Learning from Logistics: How Networks Change Our Cities","year":2019,"lang":"en","type":"article","venue":"Technology|Architecture + Design","topic":"Urban Planning and Governance","field":"Social Sciences","cited_by":10,"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":"Business; Economic geography; Economics","authors":[{"name":"Nik Luka","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04721150557480048,"gpt":0.2599329348050542,"spread":0.2127214292302538,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002094635,0.0003973438,0.0002026731,0.0007296761,0.005148533,0.0101246,0.0009216553,0.002544903,0.01104262],"category_scores_gemma":[0.005842741,0.0002585188,0.0004182667,0.001286166,0.01159821,0.01926938,0.004884209,0.003281935,0.001817683],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007363308,"about_ca_system_score_gemma":0.005728669,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02012246,"about_ca_topic_score_gemma":0.03366179,"domain_scores_codex":[0.9986947,0.0007857914,0.00002841874,0.0001221228,0.0001903966,0.000178518],"domain_scores_gemma":[0.9977481,0.0009049012,0.0002920944,0.0002122547,0.0004013557,0.0004412821],"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":[0.00002362475,0.00003000382,0.002299423,0.0001465872,0.00001699092,0.0001503897,0.0178709,0.003216722,0.0001774719,0.8452793,0.09090453,0.03988406],"study_design_scores_gemma":[0.00001530954,0.0000210698,0.00250395,0.0002995467,0.00002505124,0.00009364094,0.01980174,0.001665613,0.0004355433,0.4946915,0.480414,0.00003310866],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.08136946,0.008735364,0.03005459,0.4809877,0.001810405,0.0000473751,0.0003958642,0.0003821065,0.3962172],"genre_scores_gemma":[0.9299482,0.01016,0.007249581,0.01553414,0.0004710871,0.0000812418,0.0002383909,0.0001733668,0.03614408],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02012246,"threshold_uncertainty_score":0.05342478,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2676117036","doi":"10.1080/24751448.2017.1292797","title":"A Mathematical Model Toward Energy Optimization with Building-Integrated Photovoltaics","year":2017,"lang":"en","type":"article","venue":"Technology|Architecture + Design","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Manitoba","funders":"","keywords":"Footprint; Roof; Photovoltaics; Measure (data warehouse); Energy (signal processing); Function (biology); Computer science; Mathematical model; Volume (thermodynamics); Mathematical optimization; Surface (topology); Photovoltaic system; Civil engineering; Engineering; Mathematics; Electrical engineering; Geometry; Statistics; Physics; Data mining","authors":[{"name":"Mohamad T. Araji","is_ca":true},{"name":"Iqbal Shahid","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01359861157486416,"gpt":0.2079498050348055,"spread":0.1943511934599414,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007729679,0.0009482783,0.0007906947,0.0006487948,0.0004904605,0.001383716,0.001381322,0.001111352,0.003453596],"category_scores_gemma":[0.001539061,0.000536689,0.001273655,0.001022579,0.0007655085,0.001404296,0.001019959,0.001509595,0.000905733],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001337902,"about_ca_system_score_gemma":0.0009813309,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004348063,"about_ca_topic_score_gemma":0.003229245,"domain_scores_codex":[0.9996868,0.00009157888,0.00001164323,0.0000403705,0.0001412073,0.00002835183],"domain_scores_gemma":[0.9996568,0.0001935246,0.00003518413,0.00001773643,0.00008392958,0.00001290573],"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":[0.000007800411,0.00001909094,0.0001010732,0.00006564995,0.00001280769,0.00003919427,0.00003685207,0.8909843,0.0008339644,0.1002925,0.001063906,0.006542963],"study_design_scores_gemma":[0.000002330529,0.000007185789,0.0000243312,0.000007779863,0.000003253474,0.00000905684,0.000005898284,0.9816685,0.000153249,0.01637325,0.001741586,0.000003601916],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.004448754,0.001036813,0.9747449,0.0004944582,0.00006599461,0.00004391366,0.0001018176,0.00008212449,0.0189812],"genre_scores_gemma":[0.6577433,0.006858317,0.2708187,0.0005036587,0.0002418789,0.001029132,0.0004640082,0.0002636917,0.06207732],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004348063,"threshold_uncertainty_score":0.01155341,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2804574988","doi":"10.1080/24751448.2017.1354625","title":"Disrupting the Status Quo with Early-Stage BIM-Based Energy Modeling","year":2017,"lang":"en","type":"article","venue":"Technology|Architecture + Design","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":"Toronto Metropolitan University","funders":"","keywords":"Schematic; Building information modeling; Status quo; Process (computing); Computer science; Systems engineering; Software; Fidelity; Conceptual design; Engineering design process; Energy (signal processing); Engineering; Software engineering; Human–computer interaction; Operations management; Mechanical engineering","authors":[{"name":"J.J. McArthur","is_ca":true},{"name":"Xi Ming Sun","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01409326529873526,"gpt":0.2143871217482635,"spread":0.2002938564495283,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02129078,0.001124688,0.0009757697,0.001286845,0.001260802,0.00614474,0.003863958,0.001984749,0.00493117],"category_scores_gemma":[0.05220726,0.001224716,0.001078605,0.001102261,0.003174473,0.01271747,0.005266252,0.004034141,0.002808752],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002443638,"about_ca_system_score_gemma":0.003394179,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005256946,"about_ca_topic_score_gemma":0.005039761,"domain_scores_codex":[0.9871372,0.006411262,0.0006026605,0.0007998415,0.004533582,0.0005154496],"domain_scores_gemma":[0.9567335,0.01688463,0.002060622,0.01639139,0.007380288,0.0005496552],"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":[0.0005015641,0.0005867699,0.01413098,0.0005845051,0.0001480126,0.0002314024,0.003025193,0.3251115,0.007282775,0.3940107,0.008907675,0.245479],"study_design_scores_gemma":[0.00008916606,0.0004046236,0.003879794,0.0006699615,0.00006232927,0.0002225298,0.001393666,0.7103301,0.01298596,0.2060705,0.06370859,0.0001828288],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06922864,0.0005552488,0.8924164,0.007555976,0.000369791,0.0001427519,0.0003562168,0.002502975,0.02687203],"genre_scores_gemma":[0.6809216,0.0006184957,0.3101177,0.000602019,0.0001069355,0.0002295332,0.0003759683,0.0009509136,0.006076933],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02129078,"threshold_uncertainty_score":0.1125978,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4410942758","doi":"10.1080/24751448.2025.2475714","title":"Pedagogy Explorations into Alternative Use of Generative AI in Design Studios","year":2025,"lang":"en","type":"article","venue":"Technology|Architecture + Design","topic":"Design Education and Practice","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":"University of Calgary","funders":"","keywords":"Studio; Generative grammar; Design studio; Generative Design; Sociology; Pedagogy; Visual arts; Architectural engineering; Mathematics education; Engineering; Psychology; Art; Computer science; Artificial intelligence; Operations management","authors":[{"name":"Jinmo Rhee","is_ca":true},{"name":"Eunjoo Oh","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05136215360217524,"gpt":0.3375568753513117,"spread":0.2861947217491365,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007057283,0.0006163959,0.0004916323,0.00173059,0.001651892,0.004903807,0.001686613,0.001373954,0.005621774],"category_scores_gemma":[0.01201648,0.0005654384,0.0006101115,0.0008383412,0.004678244,0.003494535,0.006824857,0.002126933,0.00115583],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001574987,"about_ca_system_score_gemma":0.001424219,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001917289,"about_ca_topic_score_gemma":0.0006570635,"domain_scores_codex":[0.9921371,0.005579364,0.0002181951,0.00063978,0.0009632881,0.0004621336],"domain_scores_gemma":[0.9840337,0.01307968,0.000445695,0.001214809,0.0004803745,0.0007457893],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0004253046,0.002297749,0.02050216,0.001703971,0.00007416838,0.002465051,0.4247864,0.008174131,0.04851042,0.2248185,0.003627753,0.2626145],"study_design_scores_gemma":[0.0004970621,0.003009893,0.02153891,0.001968065,0.0001341541,0.006581562,0.2043936,0.03748753,0.04507383,0.2452906,0.4337767,0.0002479814],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7589903,0.0008564411,0.1437483,0.00165497,0.00008601577,0.000422165,0.00005250737,0.0006298113,0.09355936],"genre_scores_gemma":[0.9246446,0.0004921202,0.06478188,0.0002828497,0.00002057361,0.0003295329,0.00005169087,0.0001256579,0.009271129],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007057283,"threshold_uncertainty_score":0.03732288,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4398771085","doi":"10.1080/24751448.2024.2313441","title":"Neural Networks for Monitoring Microalgae Biomass in Building Façades","year":2024,"lang":"en","type":"article","venue":"Technology|Architecture + Design","topic":"Water Quality Monitoring and Analysis","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Waterloo","funders":"","keywords":"Biomass (ecology); Environmental science; Artificial neural network; Computer science; Artificial intelligence; Ecology; Biology","authors":[{"name":"Adham M. Elmalky","is_ca":true},{"name":"Mohamad T. Araji","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02167426129187412,"gpt":0.2738657654902269,"spread":0.2521915041983528,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002037106,0.0004910701,0.0001824621,0.0005628093,0.0001803445,0.0003758886,0.0003801954,0.0004415528,0.0007032768],"category_scores_gemma":[0.0006070383,0.000230926,0.0002378363,0.0005150173,0.0001145295,0.0004962445,0.0002718878,0.0003350392,0.0002265439],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006190056,"about_ca_system_score_gemma":0.0002486842,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008525846,"about_ca_topic_score_gemma":0.01598394,"domain_scores_codex":[0.9998783,0.00001736389,0.000005806445,0.00003519696,0.00004709893,0.00001620787],"domain_scores_gemma":[0.9998635,0.00004240468,0.00002580548,0.00001102304,0.0000511184,0.000006104105],"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":[0.0002749909,0.0002080812,0.02142467,0.000151655,0.0001400299,0.0001280564,0.00006964426,0.5775398,0.08464819,0.001743733,0.001285389,0.3123857],"study_design_scores_gemma":[0.000002206719,0.00002123769,0.004598284,0.000005507029,0.00001058657,0.00001073426,0.00001179027,0.9840369,0.01045145,0.0004883331,0.0003563141,0.000006815712],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5662386,0.001246513,0.4221122,0.0003429555,0.0001097207,0.00008193363,0.0009481775,0.001870789,0.00704909],"genre_scores_gemma":[0.9449644,0.0003401302,0.05188975,0.00004944659,0.00001199433,0.00005302837,0.0003547611,0.00002157777,0.002314922],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008525846,"threshold_uncertainty_score":0.01695246,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4388738020","doi":"10.1080/24751448.2023.2245712","title":"Automatic Generation of Architectural Plans with Machine Learning","year":2023,"lang":"en","type":"article","venue":"Technology|Architecture + Design","topic":"BIM and Construction Integration","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":"International Federation on Ageing","funders":"","keywords":"Computer science; Software engineering; Architectural engineering; Artificial intelligence; Engineering drawing; Systems engineering; Engineering","authors":[{"name":"Reza Babakhani","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01454580397725721,"gpt":0.199325577978069,"spread":0.1847797740008118,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008355424,0.0009575165,0.0006712196,0.001427954,0.0005132133,0.0009768119,0.0009617525,0.0007208391,0.005175223],"category_scores_gemma":[0.003308313,0.0005956378,0.0008970884,0.0009889313,0.00061413,0.0009781357,0.0008857353,0.0008144059,0.001118514],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008562164,"about_ca_system_score_gemma":0.001363283,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0038038,"about_ca_topic_score_gemma":0.005419845,"domain_scores_codex":[0.9994321,0.0001557781,0.00002913793,0.0001340355,0.0002056375,0.00004314767],"domain_scores_gemma":[0.9985929,0.0007440722,0.0001117842,0.0002644157,0.0002565355,0.00003025131],"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":[0.0001070292,0.0001187899,0.001330047,0.0001719554,0.00005306669,0.0001255823,0.00021456,0.4156573,0.008141852,0.009048884,0.003410088,0.5616208],"study_design_scores_gemma":[0.00001321807,0.00002930123,0.0002115378,0.00001508813,0.000008886263,0.00002964982,0.00005283943,0.9839863,0.005400849,0.008555559,0.001688229,0.000008501323],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01925534,0.00007392755,0.9720505,0.00009724971,0.00002543328,0.0001502304,0.0001431563,0.004690222,0.003514034],"genre_scores_gemma":[0.2299455,0.00008281647,0.7676355,0.00004417493,0.000008772939,0.000185012,0.0005257109,0.0002743983,0.001298143],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005175223,"threshold_uncertainty_score":0.01731288,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4404741724","doi":"10.1080/24751448.2024.2405415","title":"Deep Learning-based Segmentation of Thermal Images for Heat Loss Detection in Building Façade","year":2024,"lang":"en","type":"article","venue":"Technology|Architecture + Design","topic":"Thermography and Photoacoustic Techniques","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 Waterloo","funders":"","keywords":"Segmentation; Artificial intelligence; Computer science; Deep learning; Computer vision; Thermal; Pattern recognition (psychology); Geography; Meteorology","authors":[{"name":"Ali Waqas","is_ca":true},{"name":"Mohamad T. Araji","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.006188290174471071,"gpt":0.2289608432857963,"spread":0.2227725531113252,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002400677,0.0007358802,0.000428549,0.0009106841,0.0001776747,0.0004652698,0.0005875884,0.0004258318,0.00116406],"category_scores_gemma":[0.0005159419,0.0002888112,0.0004214213,0.0005254336,0.0002286743,0.0006062955,0.0004921859,0.0004761844,0.0005114426],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005492239,"about_ca_system_score_gemma":0.0004561807,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004069094,"about_ca_topic_score_gemma":0.007530203,"domain_scores_codex":[0.9998622,0.00001615511,0.000005411562,0.00005220107,0.00003395804,0.00003006626],"domain_scores_gemma":[0.9998776,0.0000325434,0.0000192858,0.00001876597,0.00004034149,0.00001145916],"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":[0.0005397014,0.0002500068,0.006826153,0.000242177,0.00009789922,0.000161894,0.000144026,0.2401892,0.1678872,0.001527308,0.003287573,0.5788469],"study_design_scores_gemma":[0.000004544347,0.00004342576,0.003074146,0.000009607627,0.00001576412,0.00005900357,0.00002337625,0.96123,0.03400162,0.0005757739,0.0009526254,0.00001007757],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2243244,0.0007118921,0.7677571,0.0001109822,0.00007891347,0.00008409634,0.0005887125,0.003723165,0.002620783],"genre_scores_gemma":[0.8115603,0.0003350578,0.1834172,0.00007733009,0.00002560769,0.00006689324,0.001297077,0.0001418782,0.003078632],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004069094,"threshold_uncertainty_score":0.008090794,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4410948977","doi":"10.1080/24751448.2025.2475720","title":"A Framework for Energy and Thermal Performance Modeling in Net-Zero Urban Clusters","year":2025,"lang":"en","type":"article","venue":"Technology|Architecture + Design","topic":"Building Energy and Comfort Optimization","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":"University of Waterloo","funders":"","keywords":"Net (polyhedron); Zero (linguistics); Environmental science; Energy (signal processing); Thermal; Net energy; Computer science; Statistical physics; Physics; Mathematics; Thermodynamics; Statistics; Geometry","authors":[{"name":"Mengzhu Jiang","is_ca":false},{"name":"Mohamad T. Araji","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01001308880500123,"gpt":0.2026035337511298,"spread":0.1925904449461286,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007623411,0.001009245,0.0007064898,0.0005574227,0.0004138555,0.00116108,0.001530535,0.0007611288,0.002333828],"category_scores_gemma":[0.00102517,0.0005037817,0.001061819,0.0006623656,0.0007647765,0.0007587272,0.0009524554,0.0009172235,0.0003905886],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001151458,"about_ca_system_score_gemma":0.001217724,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01270177,"about_ca_topic_score_gemma":0.01198092,"domain_scores_codex":[0.9997167,0.0001050318,0.00001000796,0.00005171614,0.00007738224,0.00003922525],"domain_scores_gemma":[0.9997539,0.0001165191,0.00003230938,0.00002798713,0.0000529629,0.00001636576],"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":[0.000002975463,0.000006612612,0.00009397427,0.000008295325,0.00000353704,0.000006553943,0.000006097968,0.9934329,0.0001564674,0.005294499,0.00006084883,0.0009273257],"study_design_scores_gemma":[0.000001553777,0.000005793965,0.0000453824,0.000002761109,0.000001694332,0.000002313358,0.000007296636,0.9963838,0.000108559,0.003031891,0.0004069331,0.000002032733],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02053085,0.0001241268,0.9705347,0.0001045596,0.00002563477,0.00006289627,0.0002447677,0.0002778495,0.008094582],"genre_scores_gemma":[0.7285106,0.0004458399,0.2638518,0.00006834944,0.00003306228,0.0004543579,0.0005282524,0.0002293262,0.005878389],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01270177,"threshold_uncertainty_score":0.02525568,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4404743174","doi":"10.1080/24751448.2024.2405413","title":"A-legal Architecture: Ordinances and Subdivided Units in Hong Kong","year":2024,"lang":"en","type":"article","venue":"Technology|Architecture + Design","topic":"Legal principles and applications","field":"Social Sciences","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":"Architecture; History; Archaeology","authors":[{"name":"Kachun Alex Wong","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02603087701875569,"gpt":0.2951674626242988,"spread":0.2691365856055431,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001144,0.0001717103,0.0001788258,0.00070565,0.005553645,0.003081328,0.0005306385,0.0004424691,0.003002658],"category_scores_gemma":[0.001462623,0.0002559928,0.000161246,0.002129593,0.006142888,0.001409753,0.001961163,0.0006889809,0.0001593436],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0188161,"about_ca_system_score_gemma":0.00865852,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.5338798,"about_ca_topic_score_gemma":0.6749417,"domain_scores_codex":[0.999323,0.0002945847,0.00004991001,0.0000792167,0.00007432089,0.0001789772],"domain_scores_gemma":[0.9989778,0.0003933033,0.000205352,0.00009788841,0.0001434117,0.0001824236],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001454169,0.0002281433,0.2183911,0.0002443844,0.00004038546,0.007840426,0.5530837,0.002386224,0.001270151,0.1701002,0.003468064,0.04280183],"study_design_scores_gemma":[0.00001919368,0.0001561552,0.2182403,0.0002574807,0.0000399891,0.000550782,0.6884871,0.003328376,0.0008105797,0.00641892,0.08162504,0.00006613883],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.984469,0.0001864719,0.0002810282,0.0004497089,0.000009834735,0.00001259832,0.00002337953,0.000003755401,0.01456424],"genre_scores_gemma":[0.9952349,0.0001243545,0.0001499355,0.00004095285,9.851917e-7,0.000005675316,0.00001128573,0.000002456771,0.004429439],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5338798,"threshold_uncertainty_score":0.9377306,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2804858990","doi":"10.1080/24751448.2017.1354624","title":"Drawing Disruptions: Representing Automated Distortions of Multi-Perspectival Form","year":2017,"lang":"en","type":"article","venue":"Technology|Architecture + Design","topic":"3D Surveying and Cultural Heritage","field":"Earth and Planetary Sciences","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 Calgary","funders":"","keywords":"Computer science; Representation (politics); Flatness (cosmology); Exploit; Architecture; Selection (genetic algorithm); Artificial intelligence; Theoretical computer science; Computer vision","authors":[{"name":"Joshua Taron","is_ca":true},{"name":"Matthew Parker","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04557580690727882,"gpt":0.2916373853708455,"spread":0.2460615784635667,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005432446,0.0006914934,0.0005268847,0.00105067,0.0006267304,0.004022056,0.001314523,0.0007451267,0.008260129],"category_scores_gemma":[0.003441339,0.0005103819,0.0007567898,0.001397905,0.001805676,0.002359305,0.003720073,0.001166004,0.001553477],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001190543,"about_ca_system_score_gemma":0.0005882882,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003595266,"about_ca_topic_score_gemma":0.006771713,"domain_scores_codex":[0.9993314,0.00009507916,0.00002855336,0.0001544714,0.0003030816,0.00008752288],"domain_scores_gemma":[0.9990345,0.0002424933,0.0001084516,0.0004401867,0.0001210172,0.00005328427],"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":[0.000865745,0.0001005248,0.007726241,0.0004409151,0.0000899831,0.001012975,0.007657424,0.1168126,0.04367203,0.2126979,0.01719893,0.5917248],"study_design_scores_gemma":[0.00008785137,0.0003155309,0.005922865,0.0001701248,0.00008998087,0.001326546,0.004081467,0.6869988,0.03606272,0.1402601,0.1245462,0.0001379282],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09752902,0.0003608321,0.8787912,0.0003575491,0.0001507712,0.0002170578,0.0006979351,0.005351744,0.01654397],"genre_scores_gemma":[0.6558233,0.0004556768,0.3319562,0.0001296919,0.0000436615,0.0001176113,0.001302703,0.00115983,0.009011317],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008260129,"threshold_uncertainty_score":0.02763289,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4410942748","doi":"10.1080/24751448.2025.2476884","title":"Accounting for Other Lives in Life Cycle Assessment: A Case Study in Designed Reuse and Decay","year":2025,"lang":"en","type":"article","venue":"Technology|Architecture + Design","topic":"Recycling and Waste Management Techniques","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":"Polytechnique Montréal","funders":"","keywords":"Reuse; Accounting; Environmental science; Business; Engineering; Waste management","authors":[{"name":"Cynthia Deng","is_ca":false},{"name":"Elif Erez-Henderson","is_ca":false},{"name":"Thomas Stringer","is_ca":true},{"name":"Christian Hart Nakarado","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01476096687704696,"gpt":0.2974176867554298,"spread":0.2826567198783829,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005252298,0.0006058614,0.0005310392,0.001055815,0.001637151,0.002315552,0.001433594,0.002581061,0.001555469],"category_scores_gemma":[0.007852173,0.0003293589,0.001132058,0.001732104,0.001370056,0.002170924,0.001170051,0.001373833,0.0002359821],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003144152,"about_ca_system_score_gemma":0.001659652,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01410321,"about_ca_topic_score_gemma":0.02805026,"domain_scores_codex":[0.9973325,0.001514953,0.00009308277,0.0002048584,0.0006500425,0.0002045411],"domain_scores_gemma":[0.9883122,0.008988704,0.0004770615,0.000908476,0.001087583,0.0002260354],"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":[0.001086843,0.004535095,0.06019088,0.0006813252,0.0002250927,0.009876953,0.009032494,0.6183853,0.01814993,0.07615877,0.003398091,0.1982792],"study_design_scores_gemma":[0.0002968983,0.005426208,0.04146945,0.0003982862,0.0003771531,0.003617671,0.01667133,0.7406797,0.06261779,0.05942415,0.06866755,0.0003538383],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9437837,0.0004151093,0.04087177,0.0005658566,0.00002639149,0.0002698849,0.0002099214,0.00005818093,0.01379917],"genre_scores_gemma":[0.9626523,0.0003230688,0.03213059,0.00008337561,0.00001091597,0.0001191271,0.00009598909,0.00004965005,0.00453498],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01410321,"threshold_uncertainty_score":0.02804226,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4410948614","doi":"10.1080/24751448.2025.2475722","title":"Stretch Codes and the Building Envelope","year":2025,"lang":"en","type":"article","venue":"Technology|Architecture + Design","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Envelope (radar); Building envelope; Computer science; Physics; Telecommunications; Meteorology","authors":[{"name":"Kathy Velikov","is_ca":false},{"name":"Kazi Najeeb Hasan","is_ca":false},{"name":"Geoffrey Lewis","is_ca":false},{"name":"Carol C. Menassa","is_ca":false},{"name":"Vineet R. Kamat","is_ca":false},{"name":"Geoffrey Thün","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.003872443172021165,"gpt":0.1924907121479646,"spread":0.1886182689759434,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006672232,0.0002631221,0.0001533624,0.0005939306,0.0005566648,0.001680215,0.0004621507,0.0005082313,0.004607214],"category_scores_gemma":[0.001207593,0.0001599275,0.0002414894,0.0009072471,0.00155614,0.001262851,0.0009147365,0.0006917218,0.0005551179],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00195517,"about_ca_system_score_gemma":0.001907489,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008948288,"about_ca_topic_score_gemma":0.01638126,"domain_scores_codex":[0.9992729,0.0001582948,0.00002841562,0.00005372114,0.0004186918,0.00006794259],"domain_scores_gemma":[0.9995797,0.0001302272,0.00007544804,0.00006115986,0.0001324836,0.00002094651],"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":[0.00006805307,0.00003070383,0.003382708,0.0006000192,0.00002169317,0.0001059008,0.0004985742,0.05849363,0.007852677,0.7176208,0.004896836,0.2064285],"study_design_scores_gemma":[0.00001386291,0.0002119748,0.01322528,0.0009254407,0.00004287617,0.0003603838,0.00137664,0.0212834,0.0174221,0.2496308,0.6954383,0.00006895335],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.2647473,0.06074903,0.2272377,0.00614638,0.0006719599,0.0001664762,0.0007221464,0.0004245988,0.4391345],"genre_scores_gemma":[0.9032561,0.01843322,0.0431141,0.0004095666,0.00006593498,0.0001000873,0.0003112014,0.0001780771,0.03413177],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.008948288,"threshold_uncertainty_score":0.0177924,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4404741643","doi":"10.1080/24751448.2024.2405339","title":"Variegated Coding","year":2024,"lang":"en","type":"article","venue":"Technology|Architecture + Design","topic":"Evolutionary Algorithms and Applications","field":"Computer 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":"McGill University","funders":"","keywords":"Biology; Computer science","authors":[{"name":"Theodora Vardouli","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0144772310707161,"gpt":0.2448023315388186,"spread":0.2303251004681025,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006440449,0.0007314869,0.0005087623,0.002418653,0.003236388,0.004764888,0.002549957,0.001554932,0.06972774],"category_scores_gemma":[0.04304515,0.0003699718,0.0007301157,0.004123594,0.005645251,0.005408488,0.004333491,0.003499141,0.01990874],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003183805,"about_ca_system_score_gemma":0.004094649,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005446358,"about_ca_topic_score_gemma":0.006315789,"domain_scores_codex":[0.9903346,0.005189424,0.0005521932,0.001294386,0.002024954,0.0006045608],"domain_scores_gemma":[0.9822678,0.008540289,0.0007009968,0.004021751,0.004139828,0.0003293806],"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":[0.00003733954,0.000007413693,0.0003760583,0.00009350035,0.000005174082,0.00004653792,0.001257458,0.0002349888,0.0001739714,0.8458203,0.07030744,0.08163978],"study_design_scores_gemma":[0.00001274185,0.0000174471,0.0003635715,0.0003460605,0.0000093712,0.0002801639,0.0009971034,0.002273928,0.001174948,0.4224806,0.5720118,0.00003226585],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.005868027,0.002278895,0.5213683,0.0153204,0.004139997,0.0004158702,0.003217017,0.002211008,0.4451806],"genre_scores_gemma":[0.3088719,0.004229436,0.3906087,0.01108564,0.001317582,0.002730039,0.006743026,0.003066133,0.2713476],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.06972774,"threshold_uncertainty_score":0.2332625,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4410942750","doi":"10.1080/24751448.2025.2476882","title":"Indoor Video Mapping to Measure Users’ Satisfaction in Third-Place Environments","year":2025,"lang":"en","type":"article","venue":"Technology|Architecture + Design","topic":"Virtual Reality Applications and Impacts","field":"Computer 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 Calgary","funders":"","keywords":"Measure (data warehouse); Computer science; Database","authors":[{"name":"Habib Shahhoseini","is_ca":false},{"name":"Ziba Mousapour","is_ca":false},{"name":"Paniz Mousavi Samimi","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02433410219197102,"gpt":0.2535164679864763,"spread":0.2291823657945052,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006297114,0.0003341792,0.0002794661,0.0005611872,0.0002607171,0.0004719878,0.0001655298,0.0002440664,0.003283821],"category_scores_gemma":[0.003099991,0.00008209567,0.0004090978,0.0007888933,0.0001388768,0.0003667075,0.0003470521,0.0002807048,0.000383499],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001766181,"about_ca_system_score_gemma":0.0001415969,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00148845,"about_ca_topic_score_gemma":0.002383331,"domain_scores_codex":[0.9993529,0.0003042723,0.00005491983,0.00004761468,0.0001643161,0.00007605089],"domain_scores_gemma":[0.9974776,0.000939565,0.0004986196,0.0001404466,0.0007113468,0.0002325472],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00160371,0.001214911,0.7760087,0.000551286,0.0002388787,0.0002361008,0.005718604,0.002020063,0.01863993,0.0004631385,0.002059784,0.1912449],"study_design_scores_gemma":[0.0000300064,0.002511895,0.9706717,0.00003731656,0.00009784582,0.0003411043,0.01040109,0.005805377,0.006603063,0.0001825112,0.003258215,0.00005977648],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9937363,0.00006862172,0.003131649,0.0000239115,0.000008789109,0.00005250122,0.0002587661,0.00003538251,0.002684074],"genre_scores_gemma":[0.9968486,0.00004516092,0.002166798,0.00002137742,0.000004346284,0.00007015444,0.0002024295,0.000006248552,0.0006347982],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003283821,"threshold_uncertainty_score":0.01098549,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4416213408","doi":"10.1080/24751448.2025.2549222","title":"Innovation Doesn’t Care, But We Must","year":2025,"lang":"en","type":"article","venue":"Technology|Architecture + Design","topic":"Innovation and Socioeconomic Development","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":false},"ca_institutions":"University of Toronto","funders":"","keywords":"Workflow; Sentence; Government (linguistics); Work (physics)","authors":[{"name":"Maria Yablonina","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01361729863579378,"gpt":0.2286487362936189,"spread":0.2150314376578251,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02419306,0.001312657,0.001050145,0.001543216,0.009293069,0.01538372,0.002317593,0.01221585,0.01774202],"category_scores_gemma":[0.0489704,0.0006108944,0.001240434,0.001342095,0.04332822,0.03593756,0.008026935,0.02244877,0.01521398],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00594281,"about_ca_system_score_gemma":0.009820337,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008948673,"about_ca_topic_score_gemma":0.007675846,"domain_scores_codex":[0.9704674,0.01019046,0.001545966,0.004289805,0.01069169,0.002814653],"domain_scores_gemma":[0.9616107,0.01078478,0.003070416,0.006979479,0.0120717,0.005482947],"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":[0.00006064551,0.00006455767,0.001186576,0.0003945363,0.00007858358,0.0001976305,0.008532575,0.0002375785,0.0008334438,0.6001906,0.3546194,0.03360389],"study_design_scores_gemma":[0.00002830923,0.00006736268,0.0004426394,0.0003892558,0.00003509539,0.0002582901,0.003823438,0.0001395353,0.0005870431,0.1775581,0.8165981,0.0000727559],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.002236822,0.00591283,0.01315383,0.8315625,0.01395702,0.00007238912,0.000126177,0.000525959,0.1324525],"genre_scores_gemma":[0.2290729,0.006995881,0.01773641,0.5576569,0.008273152,0.0003745675,0.0002365677,0.001231289,0.1784223],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02419306,"threshold_uncertainty_score":0.1279467,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}