{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":804,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":804,"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"},"query_hash":"05b443dddeb5","filters":{"topic":"Architecture and Computational Design"}},"results":[{"id":"W2734372360","doi":"10.1038/natrevmats.2017.51","title":"Wood: a construction material for tall buildings","year":2017,"lang":"en","type":"review","venue":"Nature Reviews Materials","topic":"Architecture and Computational Design","field":"Engineering","cited_by":198,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Northern British Columbia","funders":"","keywords":"Building material; Environmentally friendly; Architectural engineering; Building construction; Green building; Civil engineering; Construction engineering; Engineering; Structural engineering; Ecology","retraction":null,"screen_n_in":null,"score":{"opus":0.0512723903230465,"gpt":0.3479501599775108,"spread":0.2966777696544643,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000604464,0.0006652987,0.003000391,0.0001682923,0.0001442399,0.0002852848,0.0005608227,0.00103657,0.0002256984],"category_scores_gemma":[0.0001456854,0.0004985022,0.0005843188,0.00007437653,0.00004669101,0.0001126504,0.0000623884,0.0003793722,0.0001493275],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009230431,"about_ca_system_score_gemma":0.0000716758,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":9.329769e-7,"about_ca_topic_score_gemma":4.658647e-7,"domain_scores_codex":[0.9979039,0.0001494102,0.001036132,0.0004152929,0.0001554016,0.0003398083],"domain_scores_gemma":[0.9986417,0.0001096596,0.0005942049,0.000524261,0.00005305485,0.00007711965],"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":[0.000005487626,0.000003586023,2.997774e-9,0.0472143,0.0001092486,0.000002548479,0.000005784445,0.000002850703,0.0001266204,0.0009422062,0.00926539,0.942322],"study_design_scores_gemma":[0.00009415814,0.00002085263,6.759274e-8,0.01221839,0.0005671243,0.0001320127,2.02294e-7,0.000001491063,0.0001975784,0.001027187,0.9852582,0.0004827677],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000002801668,0.9870296,0.002147805,0.000007260524,0.006305754,0.002954443,0.0008549092,0.0002145904,0.0004828716],"genre_scores_gemma":[0.000003288372,0.9814818,0.01355169,0.00003049157,0.002685203,0.0009789936,0.001017474,0.0001411118,0.0001099373],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9759928,"threshold_uncertainty_score":0.9997467,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2295829623","doi":"10.1145/1360612.1360674","title":"Curved folding","year":2008,"lang":"en","type":"article","venue":"ACM Transactions on Graphics","topic":"Architecture and Computational Design","field":"Engineering","cited_by":196,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"Austrian Science Fund","keywords":"Folding (DSP implementation); Tearing; Planar; Computer science; Geometry; Computer graphics (images); Mechanical engineering; Mathematics; Engineering","retraction":null,"screen_n_in":null,"score":{"opus":0.02655666823183553,"gpt":0.2141085841553371,"spread":0.1875519159235016,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00003126783,0.00009283487,0.00007299493,0.0001509153,0.0001798374,0.00000593891,0.000126236,0.00004869483,0.00003962101],"category_scores_gemma":[0.000004480843,0.00009525552,0.00008074077,0.0002897341,0.00003025227,0.00005439702,8.86564e-7,0.0001972434,0.00003921602],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001146855,"about_ca_system_score_gemma":0.000009529997,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000305151,"about_ca_topic_score_gemma":0.000006540542,"domain_scores_codex":[0.9995474,0.00001221806,0.00009715001,0.000092967,0.0001252472,0.0001250713],"domain_scores_gemma":[0.9996161,0.0001166943,0.000006798032,0.0001953176,0.00001843697,0.00004665552],"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":[0.00002260091,0.0000959455,0.00023076,0.00003237045,0.0001943416,0.00003780744,0.001137393,0.9415756,0.00136647,0.002431161,0.001160636,0.05171487],"study_design_scores_gemma":[0.00445735,0.001027779,0.08710175,0.0002465415,0.0003392314,0.001142818,0.000198777,0.4570929,0.06344188,0.2791387,0.1017852,0.004027075],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07639658,0.00009631936,0.9216757,0.0001110063,0.0002097503,0.00006172161,0.000005891646,0.0003864153,0.001056589],"genre_scores_gemma":[0.9938829,0.0001999544,0.00562953,0.0001700924,0.00002952658,0.00001482203,0.000003158208,0.00002091649,0.00004909325],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9174863,"threshold_uncertainty_score":0.3884407,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4285013681","doi":"10.22215/etd/2022-15105","title":"Biomimicry in Architecture","year":2022,"lang":"en","type":"dissertation","venue":"","topic":"Architecture and Computational Design","field":"Engineering","cited_by":181,"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":"Biomimetics; Engineering; Architecture; Process (computing); Abstraction; Field (mathematics); Architectural engineering; Systems engineering; Computer science; Artificial intelligence; Geography","retraction":null,"screen_n_in":null,"score":{"opus":0.003471446226743291,"gpt":0.2034895088853604,"spread":0.2000180626586171,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00003398794,0.0001538054,0.0001412508,0.0003028766,0.00002448704,0.000009438312,0.0001333842,0.0000870396,0.001353765],"category_scores_gemma":[0.000002983979,0.0001552453,0.00005490971,0.0001982581,0.000003018283,0.00001248935,0.000008109688,0.0004153402,0.00003137436],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005043933,"about_ca_system_score_gemma":0.00002879259,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001905648,"about_ca_topic_score_gemma":0.00034386,"domain_scores_codex":[0.9994346,0.00001591328,0.0001484744,0.0001344792,0.0001349592,0.0001314976],"domain_scores_gemma":[0.9998255,0.00004112725,0.00001331537,0.00009156705,0.00000569321,0.00002275352],"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":[0.00004718218,0.00002575829,0.00002351234,0.0003032341,0.00007082976,0.0000586649,0.002729725,0.8125045,0.00232756,0.001650135,0.01086181,0.169397],"study_design_scores_gemma":[0.002476716,0.0003279449,0.03780583,0.0004320982,0.0001527044,0.0001147147,0.004001247,0.08250389,0.01384731,0.1968947,0.6557706,0.00567227],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1736404,0.00363198,0.01087073,0.00007982305,0.002756234,0.000649836,0.00004036654,0.001056899,0.8072737],"genre_scores_gemma":[0.9634483,0.000113256,0.004412204,0.000248736,0.0002487114,0.0002672827,0.004534687,0.0002087686,0.02651804],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7898079,"threshold_uncertainty_score":0.9995591,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3022120826","doi":"10.1016/b978-081551487-9.50017-7","title":"Roofing Materials","year":2002,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Architecture and Computational Design","field":"Engineering","cited_by":74,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"National Research Council Canada","funders":"","keywords":"Roof; Durability; Asphalt; Environmental science; Natural rubber; Building material; Forensic engineering; Snow; Civil engineering; Engineering; Architectural engineering; Materials science; Composite material; Meteorology; Geography","retraction":null,"screen_n_in":null,"score":{"opus":0.01205654761379441,"gpt":0.18939430857562,"spread":0.1773377609618256,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00005277268,0.0003028829,0.0003128616,0.0001032393,0.00004535415,0.00003540684,0.0001508847,0.0001905155,0.001058076],"category_scores_gemma":[0.000001821575,0.0003018395,0.00009778083,0.00000470746,0.00002576648,0.00001601252,0.00003300441,0.0002179901,0.0009087379],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004150197,"about_ca_system_score_gemma":0.000009887001,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":3.901251e-8,"about_ca_topic_score_gemma":6.658663e-7,"domain_scores_codex":[0.9991794,0.0000073767,0.0002678962,0.0001840578,0.0001790334,0.0001822907],"domain_scores_gemma":[0.9996268,0.00003581518,0.0000433838,0.0002137941,0.00002147363,0.00005876954],"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":[0.000001465636,6.702102e-7,4.500636e-8,0.00008866133,0.00007785913,0.0000297141,0.00008464074,0.0006013368,0.000233096,0.005211677,0.0006394068,0.9930314],"study_design_scores_gemma":[0.00006823977,0.00001346845,0.000003069404,0.0002189411,0.00004035578,0.0000232742,2.809819e-7,0.0001587769,0.0005437898,0.03495141,0.96362,0.0003583825],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00002031145,0.001094435,0.0003174707,0.000008474767,0.000473487,0.0001859284,0.00002606629,0.0003041819,0.9975696],"genre_scores_gemma":[0.003492436,0.00006195567,0.0008000641,0.0001125482,0.0006061578,0.00001679052,0.00002514648,0.0001361835,0.9947487],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.992673,"threshold_uncertainty_score":0.9999434,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W603141878","doi":"","title":"Emergence : morphogenetic design strategies","year":2004,"lang":"en","type":"book","venue":"CERN Document Server (European Organization for Nuclear Research)","topic":"Architecture and Computational Design","field":"Engineering","cited_by":70,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Conversation; Art history; Architecture; Sociology; Art; Humanities; Visual arts","retraction":null,"screen_n_in":null,"score":{"opus":0.02626309529114053,"gpt":0.2387389835966007,"spread":0.2124758883054602,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004131686,0.0003535653,0.0002382893,0.0002849511,0.0004800584,0.0004978946,0.0009160486,0.0001421986,0.005359431],"category_scores_gemma":[0.00003813362,0.0003861209,0.00009476178,0.0002972045,0.0001160907,0.0002408262,0.0002935453,0.0004480228,0.003179995],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005532071,"about_ca_system_score_gemma":0.0002108874,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002935429,"about_ca_topic_score_gemma":7.987625e-7,"domain_scores_codex":[0.9979323,0.0001811183,0.0003710527,0.0004411802,0.0006367933,0.0004376097],"domain_scores_gemma":[0.9989176,0.00005634973,0.00007179964,0.0004240431,0.0003592401,0.0001709087],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003672051,0.00004453744,4.890664e-7,0.000725569,0.0003229806,0.00007288805,0.001586164,0.7043685,0.0001786942,0.1983563,0.09219459,0.002112656],"study_design_scores_gemma":[0.0009039195,0.0006222576,0.0001371123,0.0005088548,0.000135874,0.00007677087,0.0002263117,0.0005694155,0.0009966933,0.7364624,0.2578232,0.001537234],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.009045348,0.006653092,0.1238194,0.001072962,0.0030514,0.01063805,0.00008155603,0.01020308,0.8354351],"genre_scores_gemma":[0.7414442,0.0008196896,0.0006962412,0.0001581413,0.0008594188,0.000005565523,0.001615191,0.002759379,0.2516422],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7323988,"threshold_uncertainty_score":0.9998591,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W18362931","doi":"10.1023/a:1023025106197","title":"SmartSettle Described with the Montreal Taxonomy","year":2003,"lang":"en","type":"article","venue":"Group Decision and Negotiation","topic":"Architecture and Computational Design","field":"Engineering","cited_by":56,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Trinity Western University; Western University","funders":"","keywords":"Taxonomy (biology); Ecology; Biology","retraction":null,"screen_n_in":null,"score":{"opus":0.009360370701804224,"gpt":0.1698730228288526,"spread":0.1605126521270484,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008661936,0.0000718087,0.00005662627,0.00003435082,0.00008744094,0.00003420728,0.0000372157,0.00002427981,0.00002576112],"category_scores_gemma":[0.00001048347,0.0000436224,0.00001496802,0.00009388343,0.00001456287,0.00006697645,0.000004739949,0.00005776275,0.00001551757],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001057879,"about_ca_system_score_gemma":0.000004798315,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004613374,"about_ca_topic_score_gemma":0.0000596164,"domain_scores_codex":[0.999625,0.00002392243,0.00007475078,0.00008702635,0.000107232,0.00008212563],"domain_scores_gemma":[0.9997005,0.000157421,0.00001363295,0.0000801233,0.00001568521,0.00003258489],"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":[0.0001052048,0.00003713941,0.001878106,0.00001337859,0.00006400199,0.000006082981,0.0008843429,0.08683197,0.000687349,0.01471209,0.03296214,0.8618182],"study_design_scores_gemma":[0.003248752,0.0004088146,0.3417738,0.0000680814,0.00009323544,0.0001717519,0.0005324758,0.1767289,0.001291937,0.04300509,0.4318388,0.000838383],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1286759,0.0002859073,0.8657399,0.0000686679,0.0001009437,0.0001613365,0.000001239899,0.000065587,0.004900517],"genre_scores_gemma":[0.9934472,0.00001787997,0.006293611,0.0001274816,0.00003699428,0.00002468797,0.000005808669,0.000009095728,0.00003717792],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8647714,"threshold_uncertainty_score":0.177887,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W656275221","doi":"10.1520/stp1383-eb","title":"Composite Structures: Theory and Practice","year":2001,"lang":"en","type":"book","venue":"","topic":"Architecture and Computational Design","field":"Engineering","cited_by":55,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Bell Helicopter Textron (Canada)","funders":"","keywords":"Composite number; Materials science; Composite material","retraction":null,"screen_n_in":null,"score":{"opus":0.006700455384800345,"gpt":0.2188210773805531,"spread":0.2121206219957528,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001012375,0.0001641492,0.0001348475,0.00006114096,0.00003227049,0.00002682138,0.00006913771,0.0001193592,0.0001587631],"category_scores_gemma":[0.00001800813,0.0001417615,0.00002809508,0.00001982768,0.00002801154,0.00004455816,0.00002118084,0.0002319684,0.00004060507],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000277409,"about_ca_system_score_gemma":0.00002668426,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":6.504372e-7,"about_ca_topic_score_gemma":8.621601e-7,"domain_scores_codex":[0.9995355,0.00004204744,0.0001006769,0.0001172125,0.0001124003,0.00009218039],"domain_scores_gemma":[0.9988448,0.0009718706,0.00002013265,0.00009693462,0.00002301148,0.000043228],"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":[0.00009663334,0.00000562804,6.061349e-7,0.0001762969,0.0004563667,0.0001086468,0.0004770049,0.03965373,0.00008561195,0.6650947,0.2002671,0.09357764],"study_design_scores_gemma":[0.00006995568,0.00001433565,0.00002000349,0.00002083084,0.00005265896,0.0002524694,0.000008827858,0.0006092809,0.000008915384,0.4253791,0.5733733,0.0001903237],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000004641393,0.00161832,0.179374,0.00002620083,0.00009177042,0.00007882634,0.000004907197,0.0001865994,0.8186148],"genre_scores_gemma":[0.00135209,0.0004905538,0.01838448,0.001148054,0.0005391185,0.000005803253,0.0001030518,0.00009670956,0.9778801],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3731062,"threshold_uncertainty_score":0.5780865,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4390544161","doi":"10.1007/978-3-031-39675-5","title":"A Circular Built Environment in the Digital Age","year":2024,"lang":"en","type":"book","venue":"Circular economy and sustainability","topic":"Architecture and Computational Design","field":"Engineering","cited_by":50,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Vlaamse regering; Eidgenössische Materialprüfungs- und Forschungsanstalt; Singapore University of Technology and Design; National Research Foundation; National University of Singapore; Eidgenössische Technische Hochschule Zürich; Universiteit Maastricht; European Commission; Technische Universiteit Delft; National Science Foundation; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; Nanyang Technological University; Princeton University","keywords":"Geography","retraction":null,"screen_n_in":null,"score":{"opus":0.005888388379123925,"gpt":0.1829152196681521,"spread":0.1770268312890281,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002754832,0.0002817338,0.0002890016,0.0001067918,0.00005143322,0.0001947804,0.0002117102,0.0001864891,0.00002424996],"category_scores_gemma":[0.00001784212,0.0002441457,0.0001597643,0.00004315688,0.0001446212,0.00007509579,0.0000662364,0.000512364,0.00003745268],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005786452,"about_ca_system_score_gemma":0.0001704642,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003764636,"about_ca_topic_score_gemma":0.000001809137,"domain_scores_codex":[0.9989396,0.00003788074,0.0002819322,0.0003921155,0.0001009193,0.0002475242],"domain_scores_gemma":[0.9993943,0.0001303067,0.00002117898,0.0003855502,0.00001222052,0.00005645917],"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":[0.00004794729,0.0003840804,0.002445354,0.03644507,0.001908359,0.009711167,0.02249793,0.3702057,0.000005770452,0.2082963,0.03099109,0.3170612],"study_design_scores_gemma":[0.0000630545,0.00001260421,0.0005268654,0.00001568765,0.00002449461,0.000027379,0.0001159423,0.001928821,3.047264e-7,0.4751988,0.5218889,0.0001971928],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01283027,0.03546533,0.04014398,0.00128527,0.0002703586,0.003298728,0.0001055639,0.0003713292,0.9062292],"genre_scores_gemma":[0.9913483,0.00007346348,0.00001382907,0.0001356207,0.0001560432,0.0001357991,0.0001286233,0.00004870273,0.007959643],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.978518,"threshold_uncertainty_score":0.9955975,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2295501117","doi":"10.1145/2816795.2818077","title":"Polyhedral patterns","year":2015,"lang":"en","type":"article","venue":"ACM Transactions on Graphics","topic":"Architecture and Computational Design","field":"Engineering","cited_by":48,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Kootenay Association for Science & Technology","funders":"","keywords":"Homogeneous space; Invariant (physics); Curvature; Planar; Computer science; Mathematics; Polyhedron; Geometry; Computer graphics (images)","retraction":null,"screen_n_in":null,"score":{"opus":0.02835775523918023,"gpt":0.2296718663453949,"spread":0.2013141111062147,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00004118598,0.00009075738,0.00006495036,0.0001285556,0.00004830488,0.00001350106,0.0001368831,0.00004822032,0.00002468397],"category_scores_gemma":[0.000003955209,0.00008916792,0.00005707369,0.0001855722,0.00001598833,0.00005407924,0.000001157621,0.0001802946,0.00005297121],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001585166,"about_ca_system_score_gemma":0.00001356284,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009232688,"about_ca_topic_score_gemma":0.00002439241,"domain_scores_codex":[0.9995437,0.00001308179,0.00008749205,0.00008493945,0.0001477761,0.0001229873],"domain_scores_gemma":[0.9996213,0.00005199302,0.000006110742,0.0002024234,0.00002479831,0.00009332836],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004260764,0.0001262822,0.0005498874,0.00003678627,0.0001916558,0.00002311689,0.001381517,0.8795966,0.0002836878,0.003870822,0.002580678,0.1113164],"study_design_scores_gemma":[0.005155358,0.001661959,0.04570225,0.0002043459,0.0003573505,0.000332426,0.0009384616,0.3487618,0.02433632,0.4962272,0.07303558,0.003286962],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04293287,0.00005026095,0.9549287,0.0003403826,0.0003424175,0.00005777744,0.00001772505,0.0003281743,0.001001727],"genre_scores_gemma":[0.9970989,0.0000229669,0.002369019,0.0003851049,0.00004285437,0.0000129451,0.000006152213,0.00001978426,0.0000422733],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9541661,"threshold_uncertainty_score":0.3636162,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2378586448","doi":"","title":"Criticality and Its Discontents","year":2007,"lang":"en","type":"article","venue":"Time + Architecture","topic":"Architecture and Computational Design","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":"Prevention of Organ Failure","funders":"","keywords":"Critical reflection; Section (typography); Criticality; Divergence (linguistics); Reflection (computer programming); Epistemology; Sociology; History; Political science; Philosophy; Computer science; Linguistics; Physics","retraction":null,"screen_n_in":null,"score":{"opus":0.0156285299212971,"gpt":0.2140911678194193,"spread":0.1984626378981222,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001041221,0.0001323987,0.0001194951,0.00006702052,0.00006330192,0.0000158105,0.00008605335,0.00004489387,0.0001028697],"category_scores_gemma":[0.00002507046,0.0001127716,0.00003520142,0.00008897048,0.000034927,0.00003283499,0.00003014515,0.0001994389,0.0001379856],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001203009,"about_ca_system_score_gemma":0.000004875117,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001445851,"about_ca_topic_score_gemma":0.00000297164,"domain_scores_codex":[0.9993213,0.0000171043,0.0001317691,0.0001413543,0.00013731,0.0002511183],"domain_scores_gemma":[0.9996147,0.0001416982,0.000007519145,0.00009349098,0.00001795522,0.0001246678],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000260419,0.0001482448,0.0005575391,0.0005513463,0.000380705,0.000390074,0.004877259,0.06586206,0.1820889,0.01203971,0.006403659,0.7264401],"study_design_scores_gemma":[0.003852384,0.0006436483,0.1629806,0.0003997473,0.0002602795,0.001226306,0.0001481669,0.2511294,0.0942389,0.4104526,0.0706027,0.004065309],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6726719,0.001410877,0.292805,0.0008582398,0.0001597206,0.0003153322,0.00003050993,0.0007803258,0.03096809],"genre_scores_gemma":[0.9972171,0.000002759295,0.001959663,0.0002422945,0.000134001,0.000003060828,0.000008679765,0.00002311528,0.0004093521],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7223748,"threshold_uncertainty_score":0.4598691,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4245574823","doi":"10.1007/978-0-387-09796-1","title":"Terraforming","year":2009,"lang":"en","type":"book","venue":"Astronomers' universe","topic":"Architecture and Computational Design","field":"Engineering","cited_by":35,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Regina; Campion College","funders":"","keywords":"Computer science; Linguistics; Philosophy","retraction":null,"screen_n_in":null,"score":{"opus":0.004016965905107528,"gpt":0.1571743228934584,"spread":0.1531573569883509,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00002132022,0.0002207888,0.0001843141,0.0001906349,0.00003980657,0.0000112686,0.000159388,0.0001173535,0.0002785143],"category_scores_gemma":[7.049587e-7,0.0002556485,0.0001072379,0.00003857454,0.00002670971,0.00007488578,0.00002757414,0.0002753954,0.0003442695],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002221535,"about_ca_system_score_gemma":0.00009940761,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":6.860133e-7,"about_ca_topic_score_gemma":0.000001366158,"domain_scores_codex":[0.9994248,0.00000551916,0.0001198522,0.0001482157,0.0001026339,0.000198964],"domain_scores_gemma":[0.9997087,0.00002349746,0.00003030456,0.0001511002,0.00001384309,0.00007254558],"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":[0.00001119869,0.000009777918,0.000001931744,0.00005249547,0.0002384167,0.00007080606,0.0004788579,0.2345569,0.00002032715,0.01065325,0.2949155,0.4589906],"study_design_scores_gemma":[0.0001641359,0.0000420028,0.00003448177,0.000063148,0.00004380887,0.000006098351,0.00003587254,0.002425611,0.000008980792,0.003208366,0.9936603,0.0003072052],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00003861223,0.0001510548,0.037187,0.00001081954,0.0001374323,0.00009996094,0.000008931312,0.000232055,0.9621341],"genre_scores_gemma":[0.007249521,0.00003387028,0.005660575,0.00006822276,0.0005120363,0.000002347186,0.000260639,0.00007942268,0.9861333],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6987448,"threshold_uncertainty_score":0.9999896,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3209863474","doi":"10.32920/ryerson.14644488.v1","title":"On an architecture of atmosphere","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Architecture and Computational Design","field":"Engineering","cited_by":32,"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":"Atmosphere (unit); Architecture; Conceptualization; Construct (python library); Architectural engineering; Computer science; Subject (documents); Focus (optics); Engineering; Visual arts; Art; Artificial intelligence; Geography; Meteorology","retraction":null,"screen_n_in":null,"score":{"opus":0.007511223212309619,"gpt":0.2107026440739004,"spread":0.2031914208615907,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000311642,0.0001688609,0.0002048834,0.00001440738,0.00001128443,0.00001741188,0.0001679139,0.0001421508,0.0003431537],"category_scores_gemma":[0.000005994084,0.0001498473,0.00009444043,0.00005212396,0.00001292003,0.00001078079,0.00007427733,0.0004114271,0.000006367202],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001524104,"about_ca_system_score_gemma":0.00003854684,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001255132,"about_ca_topic_score_gemma":0.00002500599,"domain_scores_codex":[0.999384,0.00002752946,0.0001501091,0.0001829764,0.0001576319,0.00009775763],"domain_scores_gemma":[0.9995395,0.00006151835,0.00002119416,0.0002979458,0.00003250075,0.00004734517],"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":[0.000004669725,0.00001691314,0.00000595552,0.0001380388,0.00005540204,0.000007305879,0.0002938367,0.9715101,0.0002102931,0.001620214,0.0003313047,0.02580603],"study_design_scores_gemma":[0.0004642744,0.0003477721,0.004999621,0.0007444266,0.00009457177,0.00003210712,0.0001962829,0.7059161,0.01943839,0.2647208,0.001634096,0.001411573],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4097967,0.0003400962,0.5494305,0.00003846565,0.0003265432,0.0001309319,0.00001179038,0.0002707085,0.03965425],"genre_scores_gemma":[0.9702373,0.000009478871,0.02934176,0.0000802386,0.00008816684,0.000009722098,0.0000840727,0.0000320142,0.000117319],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5604405,"threshold_uncertainty_score":0.6110595,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W585840545","doi":"","title":"A conversation with Frei Otto","year":2010,"lang":"en","type":"book","venue":"Princeton Architectural Press eBooks","topic":"Architecture and Computational Design","field":"Engineering","cited_by":31,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Conversation; Pavilion; German; Ingenuity; Architecture; Art history; Stadium; Art; Engineering; Visual arts; History; Philosophy; Linguistics; Civil engineering; Epistemology; Archaeology","retraction":null,"screen_n_in":null,"score":{"opus":0.009213578838525778,"gpt":0.1767546551254049,"spread":0.1675410762868791,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00007953286,0.0005888472,0.0004460699,0.0001817356,0.00009198922,0.00008353002,0.0004488982,0.0003351739,0.00003491443],"category_scores_gemma":[0.000007389092,0.0004809522,0.0001392426,0.000016225,0.0001879566,0.00004103089,0.0001012298,0.001539315,0.00003756558],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001003594,"about_ca_system_score_gemma":0.0001454895,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003009404,"about_ca_topic_score_gemma":0.00009548717,"domain_scores_codex":[0.9982897,0.0000376495,0.0003365926,0.0004403145,0.000480055,0.0004156952],"domain_scores_gemma":[0.9990041,0.0001649809,0.0001145642,0.0004730093,0.00007045145,0.0001728599],"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":[0.0005709776,0.00003173837,0.00002047274,0.002216279,0.001577875,0.0002774876,0.008908453,0.1953856,0.003745942,0.0365728,0.01204781,0.7386445],"study_design_scores_gemma":[0.001267656,0.0002903829,0.0002658397,0.0005190168,0.0002536954,0.0003870927,0.000005068857,0.02363662,0.007915495,0.03070013,0.9325945,0.002164462],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001802173,0.0002538896,0.03282645,0.0000329201,0.0004539285,0.0009540894,0.00005392889,0.001111088,0.9625115],"genre_scores_gemma":[0.1139913,0.00002620216,0.015399,0.0003288264,0.001852087,0.0003349133,0.00041924,0.0005267112,0.8671217],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9205467,"threshold_uncertainty_score":0.9997642,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1936054601","doi":"10.1002/ad.1976","title":"From Mass Customisation to Design ‘Democratisation’","year":2015,"lang":"en","type":"article","venue":"Architectural Design","topic":"Architecture and Computational Design","field":"Engineering","cited_by":30,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Downtown; Democratization; Democracy; Capitalism; Political science; Sociology; Engineering; Political economy; Economy; History; Law; Archaeology; Economics","retraction":null,"screen_n_in":null,"score":{"opus":0.04494091083215616,"gpt":0.2317399865004309,"spread":0.1867990756682747,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003034128,0.000272541,0.0002146391,0.000193053,0.00008134478,0.00007383287,0.0002706663,0.00007843308,0.00005868962],"category_scores_gemma":[0.0001146001,0.0002512253,0.00005748698,0.000327258,0.00002763115,0.0001292796,0.0000259206,0.0001870299,0.0007811539],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001342642,"about_ca_system_score_gemma":0.00007549622,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006325233,"about_ca_topic_score_gemma":0.000005185683,"domain_scores_codex":[0.9984385,0.0002451522,0.0002926254,0.0002976913,0.0003857732,0.0003401983],"domain_scores_gemma":[0.998797,0.0005044136,0.00003238565,0.0002541428,0.00007659327,0.0003354866],"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":[0.00008618269,0.000005362055,0.00001203159,0.000003396363,0.00003873201,0.000008930276,0.003981823,0.9080384,0.01262858,0.00007771935,0.01202307,0.06309573],"study_design_scores_gemma":[0.000806294,0.0003162941,0.001795272,0.00003401837,0.00003934288,0.00002988204,0.000118102,0.7384677,0.03108862,0.2245446,0.002045656,0.0007141918],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02299577,0.0001177567,0.9737512,0.0005164254,0.000413572,0.0006663816,0.00001093104,0.0006253389,0.0009026354],"genre_scores_gemma":[0.6852583,8.964481e-7,0.3138033,0.00031292,0.0003528796,0.00008624147,0.00002934508,0.00004386304,0.0001122424],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6622626,"threshold_uncertainty_score":0.9999968,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4360593316","doi":"10.1162/desi_r_00719","title":"Livable Proximity: Ideas for the City that Cares","year":2023,"lang":"en","type":"article","venue":"Design Issues","topic":"Architecture and Computational Design","field":"Engineering","cited_by":28,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Icon; Citation; Library science; Carr; Download; Sociology; Media studies; Art history; Art; World Wide Web; Computer science","retraction":null,"screen_n_in":null,"score":{"opus":0.06752620602371658,"gpt":0.2745966392658247,"spread":0.2070704332421082,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001963222,0.00009843239,0.00009431713,0.00004728568,0.0001385889,0.00004806057,0.0001591512,0.00003523476,0.000020847],"category_scores_gemma":[0.00003432245,0.00006929324,0.00004774944,0.0001674019,0.00002049866,0.00006405834,0.00001848806,0.0000635874,0.00007552728],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001209347,"about_ca_system_score_gemma":0.00001223377,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001595889,"about_ca_topic_score_gemma":0.000005051641,"domain_scores_codex":[0.9994724,0.00002472233,0.0000767617,0.0001060195,0.0001313817,0.0001886595],"domain_scores_gemma":[0.9992127,0.0005873215,0.00001044308,0.0001353107,0.00002708116,0.00002711428],"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":[0.00004142865,0.00001118195,0.0002701432,0.0001154465,0.0001619845,0.00001191869,0.003422144,0.6807628,0.001874724,0.005052433,0.2801348,0.02814107],"study_design_scores_gemma":[0.0003123197,0.0001210532,0.002967231,0.00004372076,0.00005997951,0.000006904144,0.0003818855,0.5980215,0.0435581,0.1762117,0.1778939,0.0004216957],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.004953749,0.002668905,0.9886044,0.0008678538,0.0003681481,0.0006966861,0.000008763202,0.0009839474,0.0008475201],"genre_scores_gemma":[0.9903252,0.0001217652,0.007159094,0.0001027706,0.0002515303,0.0002462631,0.00001239914,0.00003354342,0.001747508],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9853714,"threshold_uncertainty_score":0.2825696,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4210775409","doi":"10.1111/ina.12955","title":"How should we define an indoor surface?","year":2022,"lang":"en","type":"editorial","venue":"Indoor Air","topic":"Architecture and Computational Design","field":"Engineering","cited_by":26,"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":"Environmental science; Indoor air; Architectural engineering; Environmental engineering; Engineering","retraction":null,"screen_n_in":null,"score":{"opus":0.01685086639333228,"gpt":0.2334017562747531,"spread":0.2165508898814208,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001760036,0.00046324,0.0004603658,0.0001650183,0.0001406616,0.00009425561,0.0005784622,0.000542217,0.0002361037],"category_scores_gemma":[0.00008120407,0.0004678596,0.0001604328,0.0002587114,0.00003359915,0.0001379892,0.0001227763,0.001714606,0.00005496231],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001821775,"about_ca_system_score_gemma":0.0001885848,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002614188,"about_ca_topic_score_gemma":0.00003885383,"domain_scores_codex":[0.9978685,0.00009313644,0.0002590489,0.0004270814,0.0009540458,0.0003981388],"domain_scores_gemma":[0.9987643,0.000535388,0.00007031963,0.0004090003,0.0000781396,0.0001428996],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002598088,0.00002408954,0.000008387628,0.0001018645,0.00009875379,0.00005646054,0.0002058936,0.07120948,0.00007552766,0.00004676989,0.9229382,0.00520861],"study_design_scores_gemma":[0.000392347,0.0001470816,0.00003026042,0.00002897664,0.00004320691,0.000006456503,0.00003160764,0.002588811,0.0001341612,0.001115883,0.9949582,0.0005230428],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.001790834,0.002207377,0.006038125,0.0006474731,0.9843695,0.0004389122,0.0007680514,0.001135969,0.00260381],"genre_scores_gemma":[0.05924887,0.000206166,0.002386848,0.0001166356,0.9317131,0.0001310354,0.002546341,0.0003604807,0.003290508],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.07201998,"threshold_uncertainty_score":0.9997773,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2038205096","doi":"10.1260/147807707783600807","title":"Teaching Digital Design Exploration: Form Follows…","year":2007,"lang":"en","type":"article","venue":"International Journal of Architectural Computing","topic":"Architecture and Computational Design","field":"Engineering","cited_by":25,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Université de Montréal","funders":"Université de Montréal","keywords":"Design studio; Context (archaeology); Situated; Parametric design; Computer science; Design education; Object (grammar); Architectural design; Conversation; Function (biology); Architectural engineering; Studio; Spatial design; Multimedia; Human–computer interaction; Engineering drawing; Engineering; Architecture; Parametric statistics; Artificial intelligence; Visual arts; Linguistics; Mathematics","retraction":null,"screen_n_in":null,"score":{"opus":0.016912317302573,"gpt":0.2589008349430524,"spread":0.2419885176404794,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006852431,0.0001757172,0.000183169,0.0003825461,0.00009625696,0.0001512888,0.0004870637,0.00004162004,0.000008752872],"category_scores_gemma":[0.0001049939,0.0001518003,0.0001748341,0.0001017625,0.00002983434,0.0004900065,0.00006422147,0.0004906495,0.00001159914],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001178674,"about_ca_system_score_gemma":0.00003369964,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002763605,"about_ca_topic_score_gemma":0.000001804503,"domain_scores_codex":[0.9983628,0.00003262858,0.000641038,0.000105013,0.0006124425,0.0002460815],"domain_scores_gemma":[0.9988176,0.0005902161,0.0001891378,0.00006986737,0.0002240145,0.0001091422],"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":[0.0000909236,0.00001642854,0.0001436595,0.000006173023,0.0001705251,0.0001413956,0.002112241,0.4679557,0.001226078,0.0004974461,0.0002125301,0.5274268],"study_design_scores_gemma":[0.004059643,0.001131835,0.00884443,0.0007824881,0.00009571454,0.01174103,0.001280552,0.7924412,0.01488506,0.1455637,0.01749318,0.001681247],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1810756,0.00009371763,0.8145878,0.0002844964,0.001171139,0.00006373907,0.000001707756,0.00009017126,0.002631669],"genre_scores_gemma":[0.9419122,0.000001883468,0.05640985,0.0001217565,0.001491268,3.310037e-7,0.000005375517,0.00002562003,0.00003176669],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7608365,"threshold_uncertainty_score":0.6190234,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2045766411","doi":"10.2514/2.2114","title":"Robust-Optimal Design of a Lightweight Space Structure Using a Genetic Algorithm","year":2003,"lang":"en","type":"article","venue":"AIAA Journal","topic":"Architecture and Computational Design","field":"Engineering","cited_by":25,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Genetic algorithm; Space (punctuation); Algorithm; Computer science; Mathematical optimization; Mathematics","retraction":null,"screen_n_in":null,"score":{"opus":0.0167201200279392,"gpt":0.2014932952761111,"spread":0.1847731752481719,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009464335,0.0001386125,0.0001589017,0.0001210041,0.00008267838,0.00002944867,0.0001066129,0.0000632381,0.0001563178],"category_scores_gemma":[0.00001301691,0.0001204234,0.00006376302,0.0001622794,0.00002183201,0.00006807237,0.000007518734,0.0002621507,0.00000358428],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004082287,"about_ca_system_score_gemma":0.00007749582,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":7.514373e-7,"about_ca_topic_score_gemma":1.213697e-7,"domain_scores_codex":[0.9991864,0.00007936706,0.0002252443,0.00008814861,0.0002086286,0.0002121931],"domain_scores_gemma":[0.9996406,0.00005533657,0.00006054034,0.00008437497,0.00006571224,0.00009337475],"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":[0.000004228534,0.000006566573,0.00002380844,0.00000801387,0.00006299516,0.00004203815,0.0002253117,0.9864699,0.007365122,0.0001019551,0.0002967512,0.005393343],"study_design_scores_gemma":[0.0004047065,0.0001001357,0.0003815679,0.00004467522,0.00005710254,0.002641988,0.00003195929,0.968735,0.01914156,0.007507187,0.0007210933,0.0002329558],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.03927415,0.001183585,0.9590604,0.00001431359,0.0002301327,0.00006858176,0.000003046973,0.00002592038,0.0001399027],"genre_scores_gemma":[0.3540157,0.00002335807,0.6457708,0.00001609754,0.0001356857,5.099255e-7,3.901819e-7,0.00002215919,0.00001528513],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.3147415,"threshold_uncertainty_score":0.4910724,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4392371694","doi":"10.1111/jiec.13461","title":"Embodied GHG of missing middle: Residential building form and strategies for more efficient housing","year":2024,"lang":"en","type":"article","venue":"Journal of Industrial Ecology","topic":"Architecture and Computational Design","field":"Engineering","cited_by":24,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true},"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada; Zoologische Gesellschaft Frankfurt; Cement Association of Canada","keywords":"Embodied cognition; Industrial ecology; Greenhouse gas; Business; Natural resource economics; Architectural engineering; Environmental resource management; Environmental science; Sustainability; Economics; Computer science; Ecology; Engineering","retraction":null,"screen_n_in":null,"score":{"opus":0.03625437692390199,"gpt":0.27228819580895,"spread":0.236033818885048,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003239276,0.00008934672,0.0002396449,0.0002373178,0.00005187932,0.00005648481,0.0000716553,0.0001285875,0.000007894359],"category_scores_gemma":[0.00007423681,0.00007739713,0.00008069096,0.0001018928,0.00004768395,0.00008805597,0.00001620853,0.0002488944,1.836963e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005521554,"about_ca_system_score_gemma":0.0002101964,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000299955,"about_ca_topic_score_gemma":0.000004730217,"domain_scores_codex":[0.9992431,0.00002292357,0.0004088717,0.0000710775,0.0001083861,0.0001455754],"domain_scores_gemma":[0.9993529,0.0004036879,0.0000972171,0.00003319385,0.00006746757,0.00004557648],"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":[0.0003065906,0.00002651251,0.00008026381,0.0002559296,0.0003481664,0.0001253505,0.001621907,0.8966681,0.01469389,0.006453126,0.002089288,0.07733088],"study_design_scores_gemma":[0.00578731,0.002177632,0.001694562,0.001924274,0.0007050391,0.001507761,0.002761049,0.8312648,0.02472699,0.1233597,0.003374973,0.0007159087],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8669608,0.0006949357,0.1303549,0.0002840504,0.001386703,0.0001191043,0.000005312415,0.00002383185,0.000170394],"genre_scores_gemma":[0.9941989,0.000007880839,0.004988975,0.00001335265,0.0007696525,0.000001515191,7.510818e-7,0.00001570619,0.000003297034],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1272381,"threshold_uncertainty_score":0.3156164,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2154610266","doi":"10.1109/mci.2009.933096","title":"The evolution of swarm grammars- growing trees, crafting art, and bottom-up design","year":2009,"lang":"en","type":"article","venue":"IEEE Computational Intelligence Magazine","topic":"Architecture and Computational Design","field":"Engineering","cited_by":23,"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":"Swarm behaviour; Computer science; Rule-based machine translation; Swarm intelligence; Grammar; Artificial intelligence; Grammar systems theory; Theoretical computer science; Algorithm; Particle swarm optimization","retraction":null,"screen_n_in":null,"score":{"opus":0.01684775979717185,"gpt":0.2389507181150339,"spread":0.2221029583178621,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003262814,0.0001764521,0.0001613567,0.0001184719,0.0001737547,0.00004945546,0.0001796356,0.0000512249,0.000006111669],"category_scores_gemma":[0.00005334922,0.0001492722,0.00005943134,0.0002984327,0.00009545523,0.0001597512,0.00001388814,0.0001920347,0.0000465762],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007723754,"about_ca_system_score_gemma":0.00005111152,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003807872,"about_ca_topic_score_gemma":0.000003823745,"domain_scores_codex":[0.9988164,0.00006387134,0.0004058939,0.0001865347,0.0002985462,0.0002287298],"domain_scores_gemma":[0.9988112,0.0008089309,0.00006639527,0.000108956,0.0001404299,0.0000641118],"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":[0.00002341696,0.00001184884,0.00001590597,0.00001011246,0.00002406038,0.000002938414,0.0001590101,0.9015099,0.001668703,0.01086137,0.001130202,0.08458253],"study_design_scores_gemma":[0.00008581971,0.0001061304,0.00205641,0.0000391216,0.00001408531,0.00003402412,0.00004806058,0.8146914,0.002828213,0.1796417,0.0002957132,0.0001593667],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.009251487,0.001054038,0.9880903,0.0003176715,0.0002817978,0.0001835785,0.000003333207,0.0001321474,0.000685664],"genre_scores_gemma":[0.9597476,0.00004383627,0.03979111,0.00008930459,0.0001145649,0.000008356671,0.000009571316,0.00001596774,0.0001797639],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.950496,"threshold_uncertainty_score":0.6087143,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2739640069","doi":"10.2495/dne-v12-n3-357-366","title":"Transformable structures: Materialising design for change","year":2017,"lang":"en","type":"article","venue":"International Journal of Design & Nature and Ecodynamics","topic":"Architecture and Computational Design","field":"Engineering","cited_by":23,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"Innoviris; Vrije Universiteit Brussel","keywords":"Engineering; Architectural engineering","retraction":null,"screen_n_in":null,"score":{"opus":0.02331338233253011,"gpt":0.2694233467110592,"spread":0.2461099643785291,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003104186,0.0001457651,0.0001872167,0.0001617521,0.0001577244,0.0002729152,0.0004566419,0.0001534821,0.000008023258],"category_scores_gemma":[0.00004881269,0.0001251025,0.00008603196,0.00001975007,0.00003320255,0.0005234082,0.00001827344,0.0002558141,7.113597e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005091342,"about_ca_system_score_gemma":0.00003272511,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002083537,"about_ca_topic_score_gemma":0.00000257127,"domain_scores_codex":[0.9992266,0.00002168546,0.0002831616,0.00009017056,0.0002257303,0.0001526182],"domain_scores_gemma":[0.9993087,0.0001363545,0.0001750017,0.00009414847,0.0002211307,0.00006468723],"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":[0.003042831,0.00009600905,0.0002624055,0.0002809576,0.002345428,0.0003170272,0.003748666,0.6029978,0.02573047,0.0258642,0.005845958,0.3294683],"study_design_scores_gemma":[0.003137259,0.0005030502,0.003596562,0.0002956685,0.0001735436,0.001091633,0.00007744475,0.7554244,0.01225097,0.2138717,0.008930009,0.0006477525],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01717679,0.0007496838,0.9787447,0.0004635498,0.002445221,0.0002147558,0.00003438908,0.00002368597,0.0001471781],"genre_scores_gemma":[0.9331351,0.0003791967,0.0653392,0.0001738018,0.0009127328,0.000007582802,0.000009000764,0.00002694656,0.00001641875],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9159583,"threshold_uncertainty_score":0.5101532,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4250971557","doi":"10.18777/ieashc-task42-2010-0001","title":"State-of-the-Art of Digital Tools Used by Architects for Solar Design","year":2010,"lang":"en","type":"report","venue":"","topic":"Architecture and Computational Design","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Natural Resources Canada","keywords":"State (computer science); Architectural engineering; Computer science; Engineering drawing; Computer graphics (images); Visual arts; Engineering; Art; Programming language","retraction":null,"screen_n_in":null,"score":{"opus":0.03406668176757097,"gpt":0.2407342498542843,"spread":0.2066675680867134,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002068302,0.000247492,0.0004127269,0.0000914475,0.00002722883,0.00003216769,0.0002982787,0.000161667,0.00001894921],"category_scores_gemma":[0.0001458246,0.0001845572,0.0002571606,0.00009833032,0.00005492749,0.00006266666,0.0000412687,0.0003193562,0.000005347736],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003019989,"about_ca_system_score_gemma":0.0003397893,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004991707,"about_ca_topic_score_gemma":0.000007341351,"domain_scores_codex":[0.9986473,0.00001607029,0.0004531951,0.0001778511,0.0004945814,0.0002109731],"domain_scores_gemma":[0.9987093,0.0006448614,0.0001437052,0.0002862105,0.0001644849,0.0000514336],"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":[0.00009075762,0.0001272745,0.00009946603,0.002349226,0.0009897583,0.000004659995,0.0005190767,0.2161494,0.02998668,0.000119484,0.3534774,0.3960868],"study_design_scores_gemma":[0.001253467,0.0006796822,0.0003954274,0.0005656648,0.0003113344,0.00009982939,0.00001364443,0.02745038,0.3201564,0.04593236,0.6013449,0.001796878],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.001199,0.000184348,0.9816862,0.00001917556,0.0004856263,0.0008071169,0.0004873743,0.00009573728,0.01503543],"genre_scores_gemma":[0.8952486,0.00008686837,0.07443677,0.00003686421,0.0003956616,0.0002793458,0.0008211275,0.0003957084,0.02829908],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9072494,"threshold_uncertainty_score":0.7526024,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4408840768","doi":"10.1021/acsmaterialslett.4c02591","title":"Sustainability Meets Functionality: Green Design Approaches to Cellulose-Based Materials","year":2025,"lang":"en","type":"article","venue":"ACS Materials Letters","topic":"Architecture and Computational Design","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Kootenay Association for Science & Technology","funders":"Korea Institute of Planning and Evaluation for Technology in Food, Agriculture and Forestry; Korea Advanced Institute of Science and Technology; Ministry of Oceans and Fisheries; National Research Foundation of Korea; Ministry of Land, Infrastructure and Transport","keywords":"Sustainability; Cellulose; Sustainable design; Computer science; Engineering; Architectural engineering; Chemical engineering; Ecology","retraction":null,"screen_n_in":null,"score":{"opus":0.03843562769707094,"gpt":0.2116061699044786,"spread":0.1731705422074077,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005532103,0.0002648724,0.0003150335,0.0001879983,0.00008836592,0.0001258136,0.0002467295,0.00008656892,0.0001500481],"category_scores_gemma":[0.00004646825,0.0002588544,0.00004454543,0.0002350265,0.00004780443,0.00008437332,0.0000580866,0.00006065936,0.000065352],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001934281,"about_ca_system_score_gemma":0.00006874887,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007410804,"about_ca_topic_score_gemma":0.000001929526,"domain_scores_codex":[0.9984773,0.0002538147,0.0003836776,0.0003318287,0.0002061061,0.0003472212],"domain_scores_gemma":[0.9993333,0.000204792,0.00003735812,0.0003087516,0.00004541607,0.00007034335],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001711315,0.0000273251,0.0000223115,0.0004235709,0.00009089984,0.00001109676,0.0001149997,0.1839804,0.7986897,0.003245046,0.0120674,0.001156147],"study_design_scores_gemma":[0.0003085855,0.00003287665,0.002336872,0.00003471268,0.00004202,0.000001756609,0.00001420397,0.0004029758,0.9840995,0.00881003,0.003592647,0.0003238345],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5290704,0.00002065734,0.4576457,0.01153268,0.0006657811,0.0006128847,0.00003379067,0.0003071331,0.0001109013],"genre_scores_gemma":[0.9888377,4.675849e-7,0.006675273,0.003831716,0.000189139,0.0002391259,0.00007194986,0.00003630776,0.0001183724],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4597672,"threshold_uncertainty_score":0.9999864,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1968223964","doi":"10.1260/1478-0771.7.4.565","title":"In-Between Architecture Computation","year":2009,"lang":"en","type":"article","venue":"International Journal of Architectural Computing","topic":"Architecture and Computational Design","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Adidas (Canada)","funders":"","keywords":"Heuristics; Architecture; Workflow; Computation; Computer science; Software engineering; Architectural design; Computer architecture; Programming language; Database; Operating system","retraction":null,"screen_n_in":null,"score":{"opus":0.008078361195856629,"gpt":0.2612196371885295,"spread":0.2531412759926728,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002524236,0.0001792806,0.0002625673,0.0006186807,0.00003359261,0.00006016811,0.0004631687,0.00005121094,0.000009503369],"category_scores_gemma":[0.00004426341,0.0001590609,0.0001426706,0.0002244792,0.00002660586,0.0001485806,0.00002954495,0.0005446249,0.000006866523],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001050595,"about_ca_system_score_gemma":0.00003241419,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002630711,"about_ca_topic_score_gemma":0.00000182141,"domain_scores_codex":[0.9984453,0.00006226059,0.0006458468,0.0001166316,0.0005083493,0.0002216294],"domain_scores_gemma":[0.9992381,0.0002865601,0.0001658263,0.00005789787,0.0001681591,0.00008343919],"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":[0.00003085853,0.00001193021,0.0005566013,0.000004336218,0.00005241767,0.000094817,0.0007524523,0.6833622,0.001207015,0.0001426124,0.0001384339,0.3136463],"study_design_scores_gemma":[0.004506475,0.001009783,0.4360122,0.0007961633,0.00006580541,0.004925058,0.0001381934,0.2826718,0.007086266,0.2581263,0.003382124,0.001279827],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6170474,0.0001453189,0.3796511,0.001354467,0.0007050058,0.00005994346,0.000002194507,0.00005430076,0.0009802722],"genre_scores_gemma":[0.9784984,0.000004188556,0.01987187,0.0003755153,0.001223761,2.015652e-7,0.000006038131,0.00001470109,0.000005344791],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4354556,"threshold_uncertainty_score":0.6486316,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2043460086","doi":"10.1002/ad.1215","title":"Soil and Protoplasm: The Hylozoic Ground Project","year":2011,"lang":"en","type":"article","venue":"Architectural Design","topic":"Architecture and Computational Design","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Pavilion; Architecture; Archaeology; Environmental ethics; Ecology; Art history; Art; History; Philosophy; Biology","retraction":null,"screen_n_in":null,"score":{"opus":0.0391311019906027,"gpt":0.2097187626067947,"spread":0.170587660616192,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001739945,0.0001998308,0.0001296462,0.00008482575,0.000157261,0.00003803708,0.0002063959,0.00004277124,0.00002434197],"category_scores_gemma":[0.00001684573,0.0001244533,0.00004734078,0.0001710256,0.0001125258,0.00006687238,0.00004031476,0.0002295509,0.00003491928],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001422726,"about_ca_system_score_gemma":0.00002519277,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005523348,"about_ca_topic_score_gemma":0.00001963307,"domain_scores_codex":[0.9991085,0.0001114553,0.0001611981,0.0001867973,0.000150967,0.0002810887],"domain_scores_gemma":[0.999508,0.0002173035,0.00002198117,0.0001816793,0.00001772614,0.00005329488],"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":[0.0004656807,0.00007748406,0.0006283444,0.0002834317,0.000494574,0.0001219264,0.04032779,0.08872945,0.01132666,0.008557499,0.005271969,0.8437152],"study_design_scores_gemma":[0.002531463,0.001919605,0.1395712,0.0001954255,0.000245664,0.003394349,0.0005577787,0.4048191,0.04997274,0.3849237,0.008952323,0.002916683],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4874718,0.0007452947,0.496243,0.0001717683,0.0002678389,0.00242194,0.000005333446,0.0007611942,0.01191182],"genre_scores_gemma":[0.9854758,0.00001167293,0.01388193,0.0001350821,0.00008982769,0.0002365815,0.000002271674,0.00003420432,0.0001326195],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8407985,"threshold_uncertainty_score":0.5075058,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3210896956","doi":"10.18777/ieashc-task41-2011-0001","title":"International Survey About Digital Tools Used by Architects for Solar Design","year":2011,"lang":"en","type":"report","venue":"","topic":"Architecture and Computational Design","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Université Laval; Toronto Metropolitan University","funders":"Natural Resources Canada","keywords":"Architectural engineering; Survey research; Computer science; Engineering; Business","retraction":null,"screen_n_in":null,"score":{"opus":0.1000349872615871,"gpt":0.2701571203990566,"spread":0.1701221331374695,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004853455,0.0003761353,0.0003793368,0.0001750167,0.00004626012,0.0002071018,0.0004250931,0.0002448025,0.0001678448],"category_scores_gemma":[0.0002773635,0.00035108,0.0001924487,0.00007739717,0.00002902427,0.0001583669,0.00004898664,0.0002868685,0.00006255901],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001266557,"about_ca_system_score_gemma":0.000266208,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005010824,"about_ca_topic_score_gemma":0.00001743273,"domain_scores_codex":[0.9983288,0.00003727501,0.0004254048,0.0003392247,0.0005549052,0.0003143626],"domain_scores_gemma":[0.9984022,0.0009315805,0.00008748347,0.0002130556,0.0002615381,0.0001041499],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001021355,0.0000787641,0.0002924695,0.0002365155,0.001192656,0.00001485142,0.0002561687,0.02315161,0.0001897155,0.0001035333,0.6726131,0.3017685],"study_design_scores_gemma":[0.0007516273,0.0002285671,0.003320214,0.0001683247,0.00007559305,0.00008845522,0.000006432594,0.01985615,0.001589874,0.004694103,0.967647,0.001573702],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.00008764768,0.0002782243,0.8867565,0.000008451796,0.001185608,0.0007298184,0.001371073,0.0003386545,0.109244],"genre_scores_gemma":[0.7184994,0.001138648,0.1281507,0.000266876,0.004391408,0.002269247,0.04135516,0.001404296,0.1025243],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7586058,"threshold_uncertainty_score":0.9998941,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1965940835","doi":"10.17831/enq:arcc.v9i1.65","title":"Agility, Adaptability + Appropriateness: Conceiving, Crafting &amp; Constructing an Architecture of the 21st Century","year":2012,"lang":"en","type":"article","venue":"Enquiry The ARCC Journal for Architectural Research","topic":"Architecture and Computational Design","field":"Engineering","cited_by":18,"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":"Agile software development; Architecture; Personalization; Architectural engineering; Adaptability; Design thinking; Flexibility (engineering); Sustainability; Computer science; Engineering; Management; Software engineering; Human–computer interaction; World Wide Web","retraction":null,"screen_n_in":null,"score":{"opus":0.09415036729861487,"gpt":0.3580125884839372,"spread":0.2638622211853224,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.005756703,0.0003350209,0.0003764904,0.0002271642,0.001386167,0.0001390392,0.001470433,0.0001187976,0.00006249098],"category_scores_gemma":[0.001389216,0.000185058,0.0003909325,0.0006067959,0.001079637,0.0002485405,0.000391028,0.002383626,0.000006689412],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001491789,"about_ca_system_score_gemma":0.0001742457,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003197831,"about_ca_topic_score_gemma":0.00005217862,"domain_scores_codex":[0.9950313,0.001417215,0.0007116106,0.0002922422,0.001244343,0.001303283],"domain_scores_gemma":[0.9954187,0.002921195,0.0001705287,0.0007297914,0.0004149995,0.0003447647],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000654621,0.0002244287,0.0274904,0.0007045731,0.0005168588,0.000003255578,0.051409,0.1833949,0.06921747,0.008940273,0.0003299231,0.6571143],"study_design_scores_gemma":[0.00626991,0.0016138,0.2267153,0.0017711,0.0004229185,0.009718615,0.03814648,0.03957775,0.06749594,0.458717,0.1456879,0.003863276],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9696422,0.001537968,0.02437121,0.0006034551,0.001359789,0.001107948,0.00003281925,0.00009346864,0.001251188],"genre_scores_gemma":[0.9911343,0.00004034711,0.007110275,0.00004717104,0.001471732,0.00006652025,0.000008046004,0.00006730646,0.00005432231],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6532511,"threshold_uncertainty_score":0.9999179,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2143714174","doi":"10.1109/icassp.2004.1326827","title":"Creating audio textures by example: tiling and stitching","year":2004,"lang":"en","type":"article","venue":"","topic":"Architecture and Computational Design","field":"Engineering","cited_by":16,"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":"Image stitching; Computer science; Computer graphics (images); Computer vision","retraction":null,"screen_n_in":null,"score":{"opus":0.006457944489265029,"gpt":0.1945638230869914,"spread":0.1881058785977263,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000386346,0.00007149087,0.00006050516,0.00002511797,0.00006993875,0.00002806696,0.00003471776,0.00002272337,0.00001772143],"category_scores_gemma":[0.000007924895,0.00006301612,0.00001182938,0.00004302695,0.000008743883,0.00005054653,0.00001177292,0.0000760564,0.000006895731],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001393929,"about_ca_system_score_gemma":0.000005926684,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007683528,"about_ca_topic_score_gemma":0.00002127664,"domain_scores_codex":[0.99967,0.000004159652,0.0000749686,0.00008402325,0.00006518921,0.0001016177],"domain_scores_gemma":[0.9998474,0.00006170855,0.000006297887,0.00004258933,0.000006238225,0.0000358015],"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":[0.000002488469,0.000006475535,0.0001566362,0.0000279633,0.00003199721,0.000005133207,0.001352691,0.9119359,0.02302659,0.007064706,0.0009388698,0.05545061],"study_design_scores_gemma":[0.004323007,0.0003419446,0.02738164,0.0005524817,0.0001260909,0.0003440169,0.001349607,0.5667233,0.1370192,0.2222897,0.03642538,0.00312358],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2665027,0.0006804842,0.714701,0.00004021968,0.00003786069,0.00004780507,0.000001192992,0.0002644718,0.01772424],"genre_scores_gemma":[0.9821299,0.0000105668,0.01758847,0.0000975927,0.00005383753,0.000002612464,0.00000404868,0.00001252972,0.0001003835],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7156273,"threshold_uncertainty_score":0.2569723,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2374493534","doi":"10.1177/0266351116642060","title":"Natural structures - the research of Frei Otto in natural sciences","year":2016,"lang":"en","type":"article","venue":"International Journal of Space Structures","topic":"Architecture and Computational Design","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"Universität Stuttgart","keywords":"Pavilion; Natural (archaeology); Art history; German; Engineering; Natural science; Art; Architectural engineering; Visual arts; History; Philosophy; Civil engineering; Archaeology; Epistemology","retraction":null,"screen_n_in":null,"score":{"opus":0.02325069821045722,"gpt":0.3254260537819577,"spread":0.3021753555715005,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004847826,0.0001117892,0.0001500233,0.0004999606,0.00005701461,0.00004935174,0.000905975,0.0000409825,0.00005547588],"category_scores_gemma":[0.0002308151,0.00005431153,0.00008765415,0.0002490898,0.0003424257,0.0002044316,0.00006714864,0.0004136829,0.000001491582],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008597774,"about_ca_system_score_gemma":0.00008249604,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002365886,"about_ca_topic_score_gemma":0.00005011449,"domain_scores_codex":[0.9982136,0.0000886655,0.0003395457,0.0001002902,0.00106748,0.0001904318],"domain_scores_gemma":[0.9987442,0.0006114228,0.0001223147,0.00008248883,0.0004059648,0.00003360622],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0007301938,0.00004247125,0.01413553,0.00005711983,0.0009095735,0.0002329143,0.005159408,0.188553,0.3924366,0.2307041,0.01525081,0.1517883],"study_design_scores_gemma":[0.00139036,0.000200452,0.4064122,0.0003097276,0.0000148395,0.000638763,0.000681474,0.002931739,0.07595,0.507948,0.003219979,0.0003024517],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9904492,0.002434955,0.001340818,0.00292121,0.002021041,0.00007530177,0.000009054948,0.00001235637,0.0007359941],"genre_scores_gemma":[0.9972354,0.00008293607,0.002111302,0.00004467878,0.0004724859,9.408487e-7,5.356909e-7,0.00000981419,0.00004190928],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3922767,"threshold_uncertainty_score":0.221476,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4242533383","doi":"10.1260/147807709789621248","title":"Towards Integrative Design","year":2009,"lang":"en","type":"article","venue":"International Journal of Architectural Computing","topic":"Architecture and Computational Design","field":"Engineering","cited_by":15,"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; Architectural engineering; Systems engineering; Engineering","retraction":null,"screen_n_in":null,"score":{"opus":0.01140432918939796,"gpt":0.2558965494211631,"spread":0.2444922202317652,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002484918,0.0001663172,0.0002008622,0.0002955521,0.00004338043,0.00006897627,0.0005234593,0.00003456245,0.00001846836],"category_scores_gemma":[0.00008079551,0.0001260874,0.0001564045,0.0001270325,0.00002754257,0.0001200566,0.00002694556,0.0003839684,0.000007922757],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000920665,"about_ca_system_score_gemma":0.00005076602,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001438952,"about_ca_topic_score_gemma":3.978994e-7,"domain_scores_codex":[0.9987646,0.00006577889,0.0004454245,0.0000891508,0.0004642192,0.000170788],"domain_scores_gemma":[0.9992051,0.0002057325,0.0001373666,0.00005847777,0.0003127962,0.00008051032],"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":[0.00005542397,0.00001134676,0.00001412482,0.00000153819,0.00009855563,0.00006714302,0.001049121,0.5421005,0.002440647,0.0005499804,0.0003631703,0.4532484],"study_design_scores_gemma":[0.001875264,0.00131728,0.02501507,0.0005340608,0.00005814269,0.005718066,0.0002278553,0.7798364,0.03284108,0.1495544,0.002221771,0.0008006371],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1290833,0.0002379831,0.8666127,0.0007976698,0.0009238964,0.00005798696,0.000001491954,0.00008023461,0.002204771],"genre_scores_gemma":[0.9108516,0.000008117286,0.08805109,0.0003235894,0.0007426896,2.084828e-7,0.00000195235,0.00001112808,0.000009643868],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7817683,"threshold_uncertainty_score":0.5141693,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4232991451","doi":"10.22215/timreview877","title":"The City as Living Laboratory: Empowering Citizens with the Citadel Toolkit","year":2015,"lang":"en","type":"article","venue":"Technology Innovation Management Review","topic":"Architecture and Computational Design","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"","keywords":"Living lab; Architectural engineering; Sociology; Political science; Engineering; Computer science; Human–computer interaction","retraction":null,"screen_n_in":null,"score":{"opus":0.01493471958018439,"gpt":0.2521174984648748,"spread":0.2371827788846904,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006577594,0.0001361629,0.0001325394,0.0001584312,0.0001672727,0.00003902363,0.0003576686,0.00004263086,0.00001437061],"category_scores_gemma":[0.00007555007,0.00007859676,0.0000161124,0.002493334,0.00008632122,0.00006535911,0.0001002658,0.0002239082,0.00006839538],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004932262,"about_ca_system_score_gemma":0.00001931541,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":6.206595e-7,"about_ca_topic_score_gemma":0.000002471826,"domain_scores_codex":[0.9992154,0.00002635069,0.0002349933,0.0001353845,0.0002090658,0.0001788702],"domain_scores_gemma":[0.9993123,0.00005949036,0.00007376953,0.0003552528,0.0001849176,0.00001431445],"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":[0.000005210663,0.00001319273,0.0003820225,0.000605846,0.0002909779,0.00002001315,0.0001081982,0.002292886,0.000057974,0.7393145,0.08888891,0.1680203],"study_design_scores_gemma":[0.0001574263,0.00006422825,0.0006605419,0.0009927686,0.00007668051,0.00002036926,0.0002996125,0.0005650212,0.00008874596,0.01820077,0.9786065,0.0002673368],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0835866,0.1142249,0.5577117,0.1029293,0.000729794,0.004586312,0.000007475606,0.00544168,0.1307823],"genre_scores_gemma":[0.9799551,0.008840906,0.004050563,0.005422604,0.00008664648,0.0005334381,0.00001228309,0.00005593395,0.001042563],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8963684,"threshold_uncertainty_score":0.3205083,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3185870267","doi":"10.1108/ohi-02-2021-0041","title":"We gain a lot…but what are we losing? A critical reflection on the implications of digital design technologies","year":2021,"lang":"en","type":"article","venue":"Open House International","topic":"Architecture and Computational Design","field":"Engineering","cited_by":14,"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":"Originality; Architectural engineering; Craft; Architecture; Animation; Design education; Engineering; Visual arts; Creativity; Multimedia; Sociology; Aesthetics; Computer science; Art; Psychology","retraction":null,"screen_n_in":null,"score":{"opus":0.07324441758634069,"gpt":0.3205992882086753,"spread":0.2473548706223346,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000076387,0.000102277,0.0001016475,0.00008173628,0.00007762569,0.0004131821,0.0004452329,0.00005468576,0.0000473188],"category_scores_gemma":[0.0002083426,0.00008239759,0.0000507625,0.0001749149,0.0000642655,0.0003133077,0.0001296204,0.0001584319,0.00003817337],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007042227,"about_ca_system_score_gemma":0.00004895804,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001677297,"about_ca_topic_score_gemma":0.000006516083,"domain_scores_codex":[0.9993227,0.00003205225,0.0001817705,0.0001655371,0.0001901516,0.0001077594],"domain_scores_gemma":[0.9990265,0.0005799172,0.00003708213,0.0001971028,0.0001401187,0.00001930116],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002085333,0.0006318216,0.0003864525,0.00007564192,0.0006297857,0.00008480625,0.001753574,0.3190648,0.02203891,0.2140156,0.03573029,0.4053798],"study_design_scores_gemma":[0.000833327,0.0002571732,0.001205338,0.001287867,0.00006031146,0.000380086,0.006395894,0.07939182,0.1935326,0.682667,0.03323237,0.0007562874],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.007274278,0.0006901428,0.8999875,0.08163651,0.0006502823,0.0003984665,0.00007494244,0.0005505247,0.008737355],"genre_scores_gemma":[0.9959875,0.0002749286,0.003204889,0.0001563643,0.00006351824,0.00008120575,0.00001042656,0.00002748984,0.0001936637],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9887133,"threshold_uncertainty_score":0.3984325,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2057243126","doi":"10.1260/1478-0771.9.1.77","title":"Architectronics: Towards a Responsive Environment","year":2011,"lang":"en","type":"article","venue":"International Journal of Architectural Computing","topic":"Architecture and Computational Design","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 British Columbia","funders":"","keywords":"Architecture; Scope (computer science); Mechatronics; Field (mathematics); Systems engineering; Engineering; Computer science; Architectural engineering; Control (management); Control engineering; Artificial intelligence; Geography","retraction":null,"screen_n_in":null,"score":{"opus":0.01582557159308897,"gpt":0.2138863290721222,"spread":0.1980607574790332,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002634487,0.0001818266,0.0002025658,0.0003592655,0.00004688874,0.00003066786,0.0006173722,0.00003857932,0.0001320963],"category_scores_gemma":[0.00004607937,0.00015537,0.0001943759,0.00007510379,0.00006120384,0.00008668537,0.0001046607,0.0004367483,0.00002278623],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001205938,"about_ca_system_score_gemma":0.00005487904,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006519065,"about_ca_topic_score_gemma":0.000001200711,"domain_scores_codex":[0.9985205,0.00007190707,0.0005198276,0.0001206329,0.0005281499,0.0002389698],"domain_scores_gemma":[0.9993399,0.0001489639,0.0001731817,0.000100666,0.0001320029,0.000105313],"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":[0.0004130635,0.00005277568,0.0003917555,0.00001426278,0.0005406705,0.0001924015,0.007282232,0.4137264,0.003561785,0.0009595176,0.0001922309,0.5726728],"study_design_scores_gemma":[0.007158468,0.004259713,0.2044092,0.001070425,0.0003085154,0.01626015,0.001191179,0.4246936,0.09298786,0.2134956,0.0310404,0.003124921],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6563609,0.0003178685,0.3373073,0.0001478423,0.0008391021,0.00006747868,0.000004238803,0.00006912502,0.004886107],"genre_scores_gemma":[0.9579728,0.00002528902,0.04135043,0.00009312531,0.0005073405,8.614434e-7,0.000002429669,0.00002540154,0.00002233955],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5695479,"threshold_uncertainty_score":0.6335806,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2998447860","doi":"10.1002/ad.2535","title":"No Design on Stolen Land: Dismantling Design's Dehumanising White Supremacy","year":2020,"lang":"en","type":"article","venue":"Architectural Design","topic":"Architecture and Computational Design","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Appropriation; Capitalism; Indigenous; White supremacy; Context (archaeology); White (mutation); Sociology; Land tenure; Property (philosophy); Political science; Law; Geography; Archaeology; Politics; Epistemology; Philosophy; Ecology; Agriculture","retraction":null,"screen_n_in":null,"score":{"opus":0.03702649839402172,"gpt":0.2160308890258779,"spread":0.1790043906318562,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003673733,0.0006079231,0.0004814842,0.0001991764,0.0003079399,0.0001624934,0.0005634598,0.0001231489,0.0001298039],"category_scores_gemma":[0.0001509708,0.0005375823,0.0001823649,0.0003792974,0.00007405099,0.0001736053,0.00007456091,0.0006352268,0.0007965532],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008222139,"about_ca_system_score_gemma":0.00006503113,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007153712,"about_ca_topic_score_gemma":0.000001440788,"domain_scores_codex":[0.9971061,0.000507406,0.0004858918,0.0006107417,0.0005304943,0.0007593183],"domain_scores_gemma":[0.9979681,0.001177851,0.00007745106,0.000326183,0.00007063656,0.0003798254],"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":[0.0003911465,0.00001743404,0.00003845296,0.00005634845,0.0001014012,0.00008014886,0.001654445,0.9605058,0.008146539,0.0001149019,0.002270799,0.02662259],"study_design_scores_gemma":[0.0009441185,0.0009940945,0.0008812622,0.0001426391,0.0000655719,0.00007926922,0.00002210413,0.9754956,0.01329902,0.0058449,0.001216197,0.001015194],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.005776056,0.0002835062,0.9893998,0.0004620917,0.0002737646,0.000925418,0.0000087402,0.001233789,0.00163686],"genre_scores_gemma":[0.8295403,0.00001510686,0.1685389,0.001039582,0.000543553,0.00005918506,0.00001814057,0.0001501495,0.00009516653],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8237642,"threshold_uncertainty_score":0.9999815,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2136823503","doi":"10.1260/1478-0771.7.4.587","title":"Programmatic Formation: Practical Applications of Parametric Design","year":2009,"lang":"en","type":"article","venue":"International Journal of Architectural Computing","topic":"Architecture and Computational Design","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":"Simon Fraser University; University of British Columbia","funders":"","keywords":"Generative Design; Parametric design; Parametric statistics; Computer science; Tower; Spatial design; Realm; Process (computing); Design education; Design process; Architecture; Systems engineering; Engineering design process; Parametric model; Management science; Architectural engineering; Human–computer interaction; Engineering; Work in process; Civil engineering; Programming language; Geography","retraction":null,"screen_n_in":null,"score":{"opus":0.01912610691719147,"gpt":0.2913602129821602,"spread":0.2722341060649688,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003322713,0.0001240736,0.0002017976,0.0004547988,0.00003999461,0.0000484165,0.0003496352,0.00003563474,0.000008587615],"category_scores_gemma":[0.0001146842,0.0001050154,0.0001332918,0.0003290546,0.0000326603,0.0001777377,0.00002304007,0.0002838521,0.000005013072],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006076585,"about_ca_system_score_gemma":0.00004838557,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":5.661692e-7,"about_ca_topic_score_gemma":1.62504e-7,"domain_scores_codex":[0.9984915,0.00006638885,0.00068595,0.00007278114,0.0005359859,0.0001473564],"domain_scores_gemma":[0.9985942,0.0005435722,0.0003225736,0.0000782496,0.0003904352,0.00007091682],"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":[0.00004288168,0.00004050099,0.00002521529,0.00001586789,0.0000835397,0.00001646878,0.0003853115,0.6041614,0.0006518846,0.0008216389,0.0001168561,0.3936384],"study_design_scores_gemma":[0.001085536,0.0007296787,0.005191821,0.0002516656,0.00007431398,0.004898197,0.0001145442,0.9142499,0.01027163,0.06167314,0.001099564,0.0003599904],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06346942,0.0001833544,0.9349613,0.0005788085,0.0001938226,0.0001750676,0.000001270968,0.00005269876,0.0003842931],"genre_scores_gemma":[0.7890385,0.000006667369,0.2105931,0.00006135183,0.0002859988,0.000001473323,0.000002966595,0.000007523184,0.000002326546],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7255691,"threshold_uncertainty_score":0.4282405,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1872424138","doi":"10.22230/cjc.2008v33n2a2026","title":"Bridging Urban and Media Studies: Jaqueline Tyrwhitt and the <i>Explorations</i> Group, 1951-1957","year":2008,"lang":"en","type":"article","venue":"Canadian Journal of Communication","topic":"Architecture and Computational Design","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true},"ca_institutions":"York University","funders":"","keywords":"Planner; Architecture; Sociology; Bridging (networking); Everyday life; Aesthetics; Media studies; Art; Epistemology; Philosophy; Visual arts; Computer science","retraction":null,"screen_n_in":null,"score":{"opus":0.02328759615146563,"gpt":0.2070037392534572,"spread":0.1837161431019915,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000320587,0.00007017624,0.0001338226,0.0001089608,0.0003001028,0.00002539791,0.0001565813,0.00002304395,0.000002490012],"category_scores_gemma":[0.0001156617,0.00005404516,0.00002382287,0.000105355,0.0002483634,0.0001423411,0.00001332576,0.0001976686,0.000001102159],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003802793,"about_ca_system_score_gemma":0.00008406832,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001663971,"about_ca_topic_score_gemma":0.003463372,"domain_scores_codex":[0.9994704,0.00009584178,0.0002286919,0.00003778075,0.00007891529,0.00008837411],"domain_scores_gemma":[0.9991928,0.0003549862,0.00006558315,0.0001494747,0.0001104535,0.0001266469],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002076263,0.00004319151,0.01087128,0.000189565,0.00150418,0.0001714382,0.2994249,0.2137941,0.000488931,0.07844825,0.1429463,0.2519103],"study_design_scores_gemma":[0.01286429,0.0004183304,0.1434552,0.001390006,0.0006632805,0.005789394,0.01231113,0.4263448,0.0004096776,0.1451602,0.2493242,0.001869504],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6479477,0.270905,0.06209648,0.01549815,0.0004669261,0.0003952975,0.00001942373,0.00006272991,0.00260829],"genre_scores_gemma":[0.9939851,0.004021032,0.001575569,0.0002889312,0.0001002604,0.000003827195,0.000006652632,0.000009949996,0.000008702256],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3460374,"threshold_uncertainty_score":0.2308178,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4389915591","doi":"10.3390/buildings13123136","title":"Revealing a Gap in Parametric Architecture’s Address of “Context”","year":2023,"lang":"en","type":"article","venue":"Buildings","topic":"Architecture and Computational Design","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Concordia University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Architecture; Connotation; Context (archaeology); Politics; Parametric design; Architectural engineering; Sociology; Parametric statistics; Computer science; Epistemology; Engineering; Political science; Geography; Law; Linguistics; Mathematics","retraction":null,"screen_n_in":null,"score":{"opus":0.02086806643655616,"gpt":0.2423377591060676,"spread":0.2214696926695114,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001632194,0.00009484515,0.0001566834,0.0005301529,0.00001656827,0.000008084089,0.0001329447,0.0000439916,0.00001775096],"category_scores_gemma":[0.00007074333,0.0000944739,0.00004954596,0.001167476,0.00001760455,0.00002707033,0.000027675,0.0001412994,0.00002388022],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002024894,"about_ca_system_score_gemma":0.00001049386,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003554985,"about_ca_topic_score_gemma":0.000009190537,"domain_scores_codex":[0.9993195,0.00001752346,0.0002025978,0.0001204753,0.0001444646,0.000195443],"domain_scores_gemma":[0.9995989,0.00022646,0.00002452521,0.00009899169,0.00001629879,0.00003483334],"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":[0.00001105605,0.000008366412,0.000853446,0.0001143514,0.00002008239,0.00001771123,0.0008508036,0.8721916,0.003200673,0.001761078,0.001264113,0.1197067],"study_design_scores_gemma":[0.003145736,0.0003111408,0.1472693,0.001383551,0.00007029375,0.00009558658,0.0005924745,0.6306802,0.03211258,0.1287005,0.05368957,0.001949089],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9637548,0.0006321699,0.03206228,0.0001060912,0.0001395083,0.0001686176,0.000006711319,0.0003395719,0.002790301],"genre_scores_gemma":[0.9968998,0.00002193224,0.002879373,0.00004594296,0.00004406522,0.00001722408,0.000005235854,0.00002224514,0.00006410878],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2415114,"threshold_uncertainty_score":0.3852534,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2576501426","doi":"10.4000/ambiances.756","title":"From History to Architectural Imagination: A physical ambiences laboratory to interpret past sensory experiences and speculate on future spaces","year":2016,"lang":"en","type":"article","venue":"Ambiances","topic":"Architecture and Computational Design","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Architectural engineering; Reinterpretation; Engineering; Visual arts; Humanities; Art; Aesthetics","retraction":null,"screen_n_in":null,"score":{"opus":0.005575474736583408,"gpt":0.210973339726021,"spread":0.2053978649894376,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00003486492,0.0001658828,0.0001540126,0.00008798226,0.00004319922,0.00003393287,0.0001535334,0.00002482099,0.00004286632],"category_scores_gemma":[0.00001497911,0.0001151333,0.00002993718,0.0001120995,0.00009984728,0.0001365061,0.00003094095,0.00007238265,0.00007343143],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005838747,"about_ca_system_score_gemma":0.00001356757,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001930242,"about_ca_topic_score_gemma":0.00002639595,"domain_scores_codex":[0.9991787,0.00003778711,0.0001041456,0.0002877396,0.00021114,0.0001805032],"domain_scores_gemma":[0.9995578,0.0001440939,0.00001591574,0.0001257309,0.00002969937,0.0001267578],"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":[0.0001859335,0.00005228729,0.0008023909,0.00003365204,0.00009778504,0.00005771388,0.2412018,0.005367515,0.1037267,0.0007691138,0.0203441,0.627361],"study_design_scores_gemma":[0.002366357,0.003367301,0.2604906,0.001946031,0.0001054456,0.00006363852,0.04065773,0.01009897,0.1453723,0.02710756,0.5029858,0.005438305],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9919147,0.0008179325,0.003343729,0.002342115,0.0007193363,0.0001161414,0.00002237438,0.0001467431,0.00057691],"genre_scores_gemma":[0.996538,0.00001272153,0.001435535,0.0006639205,0.001196435,0.00005036728,0.000001128086,0.00001433187,0.00008759861],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6219227,"threshold_uncertainty_score":0.4694999,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4383695356","doi":"10.3390/en16145252","title":"The Evolution of Crop-Based Materials in the Built Environment: A Review of the Applications, Performance, and Challenges","year":2023,"lang":"en","type":"review","venue":"Energies","topic":"Architecture and Computational Design","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"École de Technologie Supérieure; Université du Québec à Montréal","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Life-cycle assessment; Greenhouse gas; Novelty; Environmental impact assessment; Renewable energy; Circular economy; Environmental science; Agriculture; Architectural engineering; Computer science; Engineering; Ecology; Production (economics); Economics","retraction":null,"screen_n_in":null,"score":{"opus":0.03022207755253917,"gpt":0.2449268530627468,"spread":0.2147047755102077,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000365668,0.0001154174,0.000318865,0.00003916067,0.00005000564,0.000005632576,0.0002743174,0.00004153891,0.000002347661],"category_scores_gemma":[0.00001017726,0.00005189584,0.00006795911,0.000132843,0.00007041507,0.00001196471,0.00003632136,0.00007495024,0.00000325798],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002440103,"about_ca_system_score_gemma":0.00003175837,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005489131,"about_ca_topic_score_gemma":0.000003287267,"domain_scores_codex":[0.9992612,0.0001398529,0.0003106868,0.00007882415,0.0001391258,0.00007029554],"domain_scores_gemma":[0.9993002,0.0003095007,0.000114037,0.000264461,0.000006860992,0.000004881437],"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":[0.000001093983,0.000007021943,5.621548e-7,0.1275983,0.00004949241,1.258583e-7,0.00007729825,0.01695583,0.000004492606,0.003518718,0.0001895377,0.8515975],"study_design_scores_gemma":[0.00002743363,0.000009188108,0.0001514405,0.0181812,0.00009819384,0.000002378052,0.00001989543,0.0001208565,0.00002007583,0.0003864891,0.9809061,0.00007679214],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00004004115,0.9990525,0.0001168876,0.00008129556,0.00003323816,0.0004768219,0.00001586364,0.00001383114,0.000169544],"genre_scores_gemma":[0.001049073,0.9983196,0.000037742,0.000007378491,0.00003557936,0.0005091378,0.000009638415,0.0000149988,0.00001679914],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9807165,"threshold_uncertainty_score":0.2116251,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2082226636","doi":"10.2495/arc080121","title":"Swarm-driven idea models – from insect nests to modern architecture","year":2008,"lang":"en","type":"article","venue":"WIT transactions on ecology and the environment","topic":"Architecture and Computational Design","field":"Engineering","cited_by":12,"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":"Swarm behaviour; Computer science; Architecture; Blueprint; Artificial intelligence; Swarm intelligence; Theoretical computer science; Particle swarm optimization; Software engineering; Engineering; Machine learning; Geography","retraction":null,"screen_n_in":null,"score":{"opus":0.00986811228483692,"gpt":0.1610561588722133,"spread":0.1511880465873763,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000366722,0.0001360827,0.0001423887,0.00005499405,0.0002252362,0.000004376251,0.00009234252,0.00006872106,0.00006409398],"category_scores_gemma":[7.677394e-7,0.0001019562,0.00005141342,0.00003638423,0.0001127645,0.00002862175,0.000004330089,0.0002253007,0.00006629834],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003280252,"about_ca_system_score_gemma":0.00000637269,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001752192,"about_ca_topic_score_gemma":0.00004805263,"domain_scores_codex":[0.9994197,0.00005558969,0.0001146848,0.0001713361,0.00009081775,0.0001478102],"domain_scores_gemma":[0.999597,0.0001747005,0.00001076621,0.0001506077,0.000001997268,0.00006491565],"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":[0.00007355848,0.00002942391,0.00002487439,0.000001683005,0.00007903674,0.000006713125,0.001903064,0.9885644,0.0001330185,0.0001433691,0.00001894083,0.009021915],"study_design_scores_gemma":[0.002163365,0.0002638738,0.03184666,0.00001254822,0.0001074062,0.00009600572,0.00004123606,0.8538693,0.001114574,0.1085538,0.001500042,0.0004312267],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3302509,0.00008162693,0.6685783,0.000498138,0.00006395616,0.0001729629,0.00001374557,0.00004825458,0.0002920334],"genre_scores_gemma":[0.9965046,0.0001620601,0.002546091,0.0005169275,0.00002911285,0.000102451,0.000005208043,0.00001830718,0.0001152202],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6662537,"threshold_uncertainty_score":0.4157651,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2030334220","doi":"10.1002/ad.235","title":"Computing self‐organisation: environmentally sensitive growth modelling","year":2006,"lang":"en","type":"article","venue":"Architectural Design","topic":"Architecture and Computational Design","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"University of Calgary","funders":"","keywords":"Work (physics); Field (mathematics); Relation (database); Computer science; Natural (archaeology); Engineering ethics; Architectural engineering; Environmental ethics; Data science; Operations research; Engineering; History; Mechanical engineering; Archaeology","retraction":null,"screen_n_in":null,"score":{"opus":0.007171295805974904,"gpt":0.1624163029537789,"spread":0.155245007147804,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001271412,0.0002595412,0.0001786123,0.0001074377,0.0001827028,0.00004509338,0.0001346741,0.00005944047,0.00002169958],"category_scores_gemma":[0.00000295039,0.0002523962,0.00007617014,0.0001386629,0.00004330159,0.00008073104,0.00003258761,0.0002132802,0.0001322581],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009416522,"about_ca_system_score_gemma":0.00001618933,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003127819,"about_ca_topic_score_gemma":0.00000205866,"domain_scores_codex":[0.998779,0.00009743003,0.0002667367,0.0002549699,0.0002566024,0.0003452869],"domain_scores_gemma":[0.9994627,0.0002903768,0.00003691283,0.0001240695,0.00001984409,0.00006606083],"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":[0.0000102488,0.00001297557,0.00003760176,0.00001386383,0.00003530543,0.0000209509,0.0007715765,0.9876728,0.006495384,0.0008964004,0.0002029203,0.003829966],"study_design_scores_gemma":[0.0002488202,0.00005159816,0.002446875,0.00001470904,0.00002312715,0.0001416923,0.00002384739,0.9554336,0.02031304,0.02085314,0.00009247698,0.000357051],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1474759,0.00008444276,0.8491539,0.00006836707,0.00009638135,0.000235069,0.000003464994,0.0006524472,0.002230084],"genre_scores_gemma":[0.8373997,0.000003664889,0.1621231,0.00009821315,0.0002639424,0.000005300802,0.00002683283,0.00004732489,0.00003193546],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6899239,"threshold_uncertainty_score":0.9999928,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1993493789","doi":"10.1080/13602360903187527","title":"Architectural Principles in the Age of Cybernetics","year":2009,"lang":"en","type":"article","venue":"The Journal of Architecture","topic":"Architecture and Computational Design","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto","funders":"","keywords":"Cybernetics; Architectural engineering; Architectural design; Architecture; Engineering; Sociology; Epistemology; Philosophy; History; Archaeology","retraction":null,"screen_n_in":null,"score":{"opus":0.01187421226895875,"gpt":0.2139767383118148,"spread":0.202102526042856,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005384749,0.0001361445,0.0002025144,0.0001479964,0.00003693578,0.00001264872,0.0006175117,0.00003848933,0.000004965599],"category_scores_gemma":[0.00004194591,0.00006520947,0.0001115328,0.000247062,0.00007446956,0.00002300759,0.00001631083,0.000647433,0.000001193039],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001436154,"about_ca_system_score_gemma":0.00002390402,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002696068,"about_ca_topic_score_gemma":0.00002475421,"domain_scores_codex":[0.9988527,0.0001739287,0.0004001432,0.00004592136,0.0003525318,0.0001748236],"domain_scores_gemma":[0.9992116,0.0004311816,0.0001099387,0.0001855846,0.0000337992,0.00002787258],"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":[0.00006862468,0.0000225505,0.00007203012,0.00001773033,0.00002777122,0.00003464656,0.009867702,0.9442497,0.005660052,0.0005466301,0.0001149974,0.03931749],"study_design_scores_gemma":[0.002111762,0.0022355,0.6608574,0.0005758721,0.0002379362,0.006712807,0.0007984912,0.01708517,0.01064206,0.2831557,0.01486719,0.0007200437],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9518315,0.00131005,0.04175565,0.001652088,0.00009527457,0.0001516576,0.000001880036,0.00001763512,0.003184225],"genre_scores_gemma":[0.9964679,0.00003710563,0.002930519,0.0003562965,0.0001833231,5.248521e-7,9.668724e-7,0.00001020727,0.00001316537],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9271646,"threshold_uncertainty_score":0.281281,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2625510525","doi":"10.1080/00038628.2017.1336982","title":"Erosion in architecture: a tactile design process fostering biophilia","year":2017,"lang":"en","type":"article","venue":"Architectural Science Review","topic":"Architecture and Computational Design","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":"Université Laval","funders":"Natural Sciences and Engineering Research Council of Canada; Fonds de Recherche du Québec-Société et Culture","keywords":"Architectural engineering; Architecture; Natural (archaeology); Representation (politics); Studio; Relation (database); Erosion; Process (computing); Reflection (computer programming); Architectural design; Computer science; Design studio; Engineering; Geology; Visual arts","retraction":null,"screen_n_in":null,"score":{"opus":0.04172945589021693,"gpt":0.3101426927243526,"spread":0.2684132368341356,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006806785,0.0002605943,0.0003349537,0.0002060992,0.0004966782,0.0001834128,0.001230848,0.00003496465,0.00003411287],"category_scores_gemma":[0.0002787576,0.0001966674,0.00008204245,0.0004853318,0.0003416414,0.0004022145,0.0002273364,0.0003194065,0.00004641524],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007456486,"about_ca_system_score_gemma":0.00009234917,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002377171,"about_ca_topic_score_gemma":0.00001909675,"domain_scores_codex":[0.9981583,0.00005583293,0.0003286592,0.0004259502,0.0004710125,0.0005601847],"domain_scores_gemma":[0.999014,0.00009643496,0.00009439101,0.0005810276,0.00004917729,0.0001649542],"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":[0.00001241516,0.00001353865,0.0001010879,0.001167848,0.00000688974,0.00002590444,0.0004186539,0.08612946,0.03514542,0.00005745759,0.00005243639,0.8768689],"study_design_scores_gemma":[0.002929138,0.0009862423,0.1680919,0.04641863,0.0002096272,0.002591775,0.00006908358,0.4085978,0.1385371,0.2200469,0.005384405,0.006137404],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4637007,0.06749617,0.4284846,0.006930491,0.00175981,0.006603081,0.00001913972,0.00146191,0.02354413],"genre_scores_gemma":[0.9921842,0.00135372,0.006040148,0.0002351558,0.00006427604,0.000087088,0.000001575423,0.00002306698,0.0000108197],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8707315,"threshold_uncertainty_score":0.8019863,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2079992382","doi":"10.1002/ad.1325","title":"Towards a New Relationship with Nature: Research and Regenerative Design in Architecture","year":2011,"lang":"en","type":"article","venue":"Architectural Design","topic":"Architecture and Computational Design","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Architecture; Visitor pattern; Sustainability; Sustainable design; Natural (archaeology); Environmental ethics; Architectural engineering; Sociology; Management; Engineering; Archaeology; History; Ecology; Computer science; Economics; Philosophy","retraction":null,"screen_n_in":null,"score":{"opus":0.1010264357134265,"gpt":0.2778926322191588,"spread":0.1768661965057323,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007119615,0.0003597989,0.0002890849,0.0006588868,0.00018445,0.00005923848,0.0003170864,0.000220144,0.0000363351],"category_scores_gemma":[0.0001295751,0.0002754688,0.00003955006,0.0009983861,0.0002253911,0.0001346924,0.00005965005,0.001632961,0.00002267307],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007948129,"about_ca_system_score_gemma":0.0001790144,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001152622,"about_ca_topic_score_gemma":0.000150394,"domain_scores_codex":[0.9975624,0.0005712456,0.0002946202,0.000480885,0.0004616374,0.0006291824],"domain_scores_gemma":[0.9982721,0.001061815,0.00003331874,0.0003016001,0.00008102122,0.0002501917],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.002028325,0.00009727787,0.001864531,0.0001069858,0.0002122842,0.0003828773,0.03256909,0.7096946,0.002706546,0.02518604,0.002533988,0.2226175],"study_design_scores_gemma":[0.002070639,0.002214192,0.1166699,0.0002817583,0.00003817254,0.0008304645,0.000202315,0.03374468,0.02881941,0.813536,0.0003460876,0.001246389],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06398682,0.001642745,0.9291577,0.0003195067,0.00007744457,0.000956593,0.0000031317,0.0002766568,0.003579462],"genre_scores_gemma":[0.7360108,0.00001326931,0.2635084,0.00006711593,0.00009334708,0.0000734614,0.000005603669,0.00005536063,0.0001726114],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7883499,"threshold_uncertainty_score":0.9999697,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2565511270","doi":"10.2495/dne-v12-n2-214-224","title":"Behavior of natural organisms as a mimicking tool in architecture","year":2016,"lang":"en","type":"article","venue":"International Journal of Design & Nature and Ecodynamics","topic":"Architecture and Computational Design","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"","keywords":"Architecture; Natural (archaeology); Engineering; Computer science; Architectural engineering; Biology; Geography; Paleontology; Archaeology","retraction":null,"screen_n_in":null,"score":{"opus":0.004948874286718625,"gpt":0.2234807513754862,"spread":0.2185318770887676,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001948146,0.0001377382,0.0001988046,0.0003832276,0.00001439021,0.00002190805,0.0002866591,0.0001362719,0.00001963731],"category_scores_gemma":[0.00008386536,0.00009589992,0.00007945299,0.0001099835,0.0000358272,0.0001625949,0.00002990209,0.0004403721,0.000001861915],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008295091,"about_ca_system_score_gemma":0.00005707046,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001770313,"about_ca_topic_score_gemma":0.000009912164,"domain_scores_codex":[0.999,0.00003451944,0.000408363,0.00009628104,0.0003304875,0.0001303955],"domain_scores_gemma":[0.9993048,0.000269872,0.0001394993,0.00006232249,0.0001885418,0.00003498442],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0009594054,0.0002183725,0.006625929,0.0000666772,0.0007456552,0.00104799,0.002109967,0.102535,0.3852335,0.009825756,0.0004073011,0.4902245],"study_design_scores_gemma":[0.01787437,0.002402476,0.1630376,0.004410491,0.0005704035,0.02010983,0.0005841738,0.1242466,0.159937,0.4993059,0.004149029,0.003372163],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7703384,0.0009407299,0.2271727,0.0003899394,0.000905724,0.0001010564,0.00001235742,0.00001830597,0.000120751],"genre_scores_gemma":[0.9871086,0.0001728922,0.01240129,0.000106431,0.0001592187,0.000001970876,0.000002528629,0.00002002657,0.00002703879],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4894802,"threshold_uncertainty_score":0.3910685,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W602747969","doi":"10.1007/978-3-662-47386-3_6","title":"Interrogating Interactive and Responsive Architecture: The Quest of a Technological Solution Looking for an Architectural Problem","year":2015,"lang":"en","type":"book-chapter","venue":"Communications in computer and information science","topic":"Architecture and Computational Design","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"","keywords":"Architecture; Context (archaeology); Computer science; Architectural engineering; Engineering; History; Art; Visual arts","retraction":null,"screen_n_in":null,"score":{"opus":0.04154967384901452,"gpt":0.2963814282483316,"spread":0.254831754399317,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008207298,0.000150828,0.0001715991,0.000478588,0.000213264,0.000096743,0.0006796591,0.00008117024,6.731936e-7],"category_scores_gemma":[0.00007478507,0.0001147938,0.00002600467,0.0001429357,0.001039754,0.0008107834,0.0004792622,0.0004180009,7.93414e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007194748,"about_ca_system_score_gemma":0.00007887755,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003836592,"about_ca_topic_score_gemma":0.00003463278,"domain_scores_codex":[0.9991214,0.00003654042,0.000403026,0.0001296277,0.0001815121,0.0001279327],"domain_scores_gemma":[0.998606,0.0004980927,0.0001593181,0.0004381241,0.0002554378,0.00004301627],"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":[0.00002927695,0.000006622799,0.000004222009,0.00006508471,0.00001509479,8.59464e-8,0.01054262,0.03182352,0.00006220795,0.1537467,0.00003174347,0.8036728],"study_design_scores_gemma":[0.0002631637,0.0002277054,0.0002224209,0.0003789134,0.00001326597,0.00009927509,0.0002406987,0.8743942,0.00005527089,0.1131344,0.01073154,0.0002391363],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.002125968,0.0006762309,0.9637265,0.0005962435,0.00008159729,0.001025848,0.00003429019,0.0001295813,0.0316038],"genre_scores_gemma":[0.8845953,0.00008292541,0.1150597,0.00009493808,0.000021162,0.00005705771,0.00004552669,0.000009874138,0.00003345561],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8824694,"threshold_uncertainty_score":0.4681154,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2068635069","doi":"10.2298/tsci0601141r","title":"Shape and structure from engineering to nature, author Adrian Bejan, Cambridge university press, ISBN 0-521-79049-2","year":2006,"lang":"en","type":"article","venue":"Thermal Science","topic":"Architecture and Computational Design","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Canadian Nuclear Safety Commission","funders":"","keywords":"Engineering physics; Art history; Engineering; Art","retraction":null,"screen_n_in":null,"score":{"opus":0.003499643879711446,"gpt":0.1724331772794994,"spread":0.1689335333997879,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005979395,0.0001130128,0.00008380105,0.00006910213,0.0001130832,0.00004623523,0.0002715081,0.00005573261,0.00001593118],"category_scores_gemma":[0.000008584087,0.0001086394,0.00001616892,0.0002696768,0.00005767438,0.0001667445,0.00007506047,0.0001743615,0.000004928169],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004273982,"about_ca_system_score_gemma":0.00002084821,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000156286,"about_ca_topic_score_gemma":0.00001134185,"domain_scores_codex":[0.9992854,0.000008117983,0.00006665345,0.0002111994,0.0002021288,0.0002265119],"domain_scores_gemma":[0.999712,0.00003591116,0.00001100511,0.0001124568,0.00002398194,0.0001046229],"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":[0.00001794659,0.000006874314,0.0002961083,0.00001351145,0.00001278841,0.00002548479,0.0002510408,0.6307188,0.3422551,0.009295427,0.001089116,0.01601779],"study_design_scores_gemma":[0.0002191111,0.00003156865,0.5629687,0.00002337793,0.00001670237,0.00001014566,0.00001987472,0.3822573,0.0347226,0.0001979054,0.01910945,0.0004233708],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.988867,0.0002380572,0.007405165,0.0001043464,0.0001741622,0.00009902219,0.00005483982,0.0001659685,0.0028914],"genre_scores_gemma":[0.9957364,0.000001509698,0.003875079,0.00003700662,0.0001380634,4.928096e-7,0.000005137184,0.000010364,0.0001959958],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5626726,"threshold_uncertainty_score":0.4430187,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2014571534","doi":"10.1002/ad.1712","title":"Why We Need Architecture of Tolerance","year":2014,"lang":"en","type":"article","venue":"Architectural Design","topic":"Architecture and Computational Design","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Architecture; Zero tolerance; Reputation; Holy Grail; Negotiation; Architectural engineering; Engineering management; Computer science; Sociology; Engineering ethics; Engineering; Law; Political science; World Wide Web; Visual arts; Art","retraction":null,"screen_n_in":null,"score":{"opus":0.009520107580887706,"gpt":0.1902830246377813,"spread":0.1807629170568936,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001883994,0.0002967934,0.0003410997,0.0002100311,0.00007122917,0.00002029352,0.0003558524,0.00008039476,0.00005448751],"category_scores_gemma":[0.00004741874,0.0002502185,0.0001416308,0.0003368442,0.0001012856,0.000052518,0.00003461514,0.0003006732,0.00003462485],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001800587,"about_ca_system_score_gemma":0.00001654484,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001326328,"about_ca_topic_score_gemma":0.000008356408,"domain_scores_codex":[0.998554,0.0001774777,0.0003407709,0.0002478473,0.0003005643,0.0003793695],"domain_scores_gemma":[0.9988889,0.0005741967,0.00005499498,0.0003170506,0.00004435632,0.0001205612],"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":[0.00004906679,0.000009689257,0.00001816975,0.0000745928,0.00003842859,0.000002376416,0.0006415666,0.8121572,0.01876058,0.0008438395,0.002587833,0.1648167],"study_design_scores_gemma":[0.001572653,0.0007478702,0.003818389,0.0002915055,0.000078231,0.0002585888,0.00003786097,0.6510722,0.09585053,0.19718,0.04772092,0.00137126],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0301263,0.0005097612,0.9648803,0.0007857459,0.0002345171,0.0002863028,0.000006007812,0.0004024522,0.002768624],"genre_scores_gemma":[0.9358057,0.00001319436,0.06324092,0.0005917229,0.0002029648,0.00002652053,0.000007563744,0.00005388384,0.00005751115],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9056794,"threshold_uncertainty_score":0.999995,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4404772513","doi":"10.18280/ijsdp.191116","title":"The Impact of Using Advanced Technologies in Sustainable Design to Enhance Usability and Achieve Optimal Architectural Design","year":2024,"lang":"en","type":"article","venue":"International Journal of Sustainable Development and Planning","topic":"Architecture and Computational Design","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"","keywords":"Usability; Computer science; Sustainable design; Architectural design; Web usability; Systems engineering; Computer-aided technologies; Usability engineering; Architectural engineering; Engineering; Human–computer interaction; Sustainability; Architecture","retraction":null,"screen_n_in":null,"score":{"opus":0.01286195798511098,"gpt":0.290998992448867,"spread":0.278137034463756,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008312489,0.0001342343,0.0001691438,0.0004591203,0.00008554876,0.0001303724,0.0001990251,0.00003940569,0.000001137332],"category_scores_gemma":[0.0002071567,0.00009400493,0.00003549094,0.0002451615,0.00004869286,0.0002527903,0.00008708127,0.0002241626,1.440323e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002906583,"about_ca_system_score_gemma":0.0002672195,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000097172,"about_ca_topic_score_gemma":4.56125e-7,"domain_scores_codex":[0.9990062,0.00004407937,0.0003721668,0.000110429,0.0002073687,0.0002597868],"domain_scores_gemma":[0.9990122,0.00060611,0.00006266313,0.00004081689,0.0002380203,0.00004017872],"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":[0.0003135214,0.000006383322,0.0003985051,0.00004865548,0.0001244512,0.0004796845,0.004860264,0.8962487,0.0007030616,0.0003191431,0.00003527916,0.09646237],"study_design_scores_gemma":[0.001269696,0.001141689,0.0293573,0.002361414,0.00005224375,0.001593816,0.09628247,0.7627084,0.05522221,0.04661665,0.00224294,0.001151222],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.598366,0.002526288,0.3987836,0.00007756045,0.00005452067,0.0001383347,4.241798e-7,0.0000211404,0.000032146],"genre_scores_gemma":[0.947902,0.0000496098,0.05192783,0.000003336338,0.00002542919,0.000007271542,6.024162e-7,0.00001046079,0.00007349658],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.349536,"threshold_uncertainty_score":0.383341,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1903950286","doi":"10.1002/ad.1965","title":"Actualising (Overlooked) Material Capacities","year":2015,"lang":"en","type":"article","venue":"Architectural Design","topic":"Architecture and Computational Design","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Facade; Architectural engineering; Scale (ratio); Computer science; Construction engineering; Engineering; Civil engineering","retraction":null,"screen_n_in":null,"score":{"opus":0.04040644378542475,"gpt":0.2130159462784691,"spread":0.1726095024930444,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001700559,0.0002246883,0.0001849339,0.0001205061,0.00007173611,0.00007004723,0.0001917351,0.00005853976,0.00006013745],"category_scores_gemma":[0.00003682215,0.0001943708,0.00005955494,0.0001298177,0.00009167085,0.0001208909,0.00002955604,0.0001572349,0.0001410502],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006244148,"about_ca_system_score_gemma":0.00004133641,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002438851,"about_ca_topic_score_gemma":0.000004530907,"domain_scores_codex":[0.9989175,0.0001004651,0.0002022112,0.0001703966,0.0002691746,0.0003402412],"domain_scores_gemma":[0.9994515,0.0001524507,0.00002202949,0.0001648427,0.00003825769,0.0001709607],"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":[0.0001439803,0.00001035262,0.0000113898,0.00003296798,0.00008462543,0.00004352303,0.008269286,0.9042078,0.01299971,0.001277036,0.009985879,0.06293344],"study_design_scores_gemma":[0.003116442,0.001147036,0.001947397,0.000185586,0.0001478614,0.001644251,0.001674272,0.355882,0.2605822,0.347,0.02338214,0.003290756],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3795983,0.0002153804,0.6105453,0.0001189492,0.0009869527,0.0002677059,0.00001827155,0.0009151822,0.007333941],"genre_scores_gemma":[0.9698387,0.000002448424,0.02940278,0.0001319044,0.0003808645,0.0000206723,0.0000206464,0.00004614743,0.0001558463],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5902404,"threshold_uncertainty_score":0.7926212,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}