{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":15,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":15,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"d453d061d3eb","filters":{"venue":"Developments in the Built Environment"}},"results":[{"id":"W4223627082","doi":"10.1016/j.dibe.2022.100075","title":"Development of quality improvement procedures and tools for facility management BIM","year":2022,"lang":"en","type":"article","venue":"Developments in the Built Environment","topic":"BIM and Construction Integration","field":"Engineering","cited_by":60,"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","funders":"Mitacs","keywords":"Building information modeling; Maintainability; Facility management; Quality (philosophy); Checklist; Systems engineering; Process (computing); Interoperability; Process management; Quality assurance; Computer science; Documentation; Quality function deployment; Engineering; Engineering management; Construction engineering; Risk analysis (engineering); Software engineering; Operations management","authors":[{"name":"Romain Leygonie","is_ca":true},{"name":"Ali Motamedi","is_ca":true},{"name":"Ivanka Iordanova","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02380700230651542,"gpt":0.2352399350553669,"spread":0.2114329327488514,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02930774,0.001723419,0.001058813,0.00917026,0.001614232,0.006367208,0.004484636,0.001831047,0.004148905],"category_scores_gemma":[0.07048852,0.001610172,0.001901149,0.005081973,0.001689234,0.005029141,0.004335586,0.003208711,0.00204425],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003141589,"about_ca_system_score_gemma":0.008858154,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004801199,"about_ca_topic_score_gemma":0.002421744,"domain_scores_codex":[0.9709828,0.01004406,0.003195541,0.002153616,0.01249494,0.001129052],"domain_scores_gemma":[0.9406468,0.01979496,0.005938731,0.0143303,0.01845353,0.0008356902],"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":[0.0001424234,0.0008091406,0.003710365,0.001312914,0.0001053495,0.0004853448,0.005257125,0.04368865,0.01932942,0.06228149,0.01032697,0.8525508],"study_design_scores_gemma":[0.0002665002,0.001241733,0.01667861,0.003730317,0.0003131578,0.001669158,0.004749947,0.4754155,0.1470007,0.06986011,0.2783182,0.0007561846],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.00366695,0.00009170178,0.9854196,0.0001615546,0.00003433747,0.0008645555,0.0002352765,0.007053485,0.002472509],"genre_scores_gemma":[0.0194405,0.0001021746,0.9780923,0.00003765727,0.00001145798,0.0007148491,0.0005605716,0.0004617999,0.0005787187],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.02930774,"threshold_uncertainty_score":0.154996,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4391264907","doi":"10.1016/j.dibe.2024.100343","title":"Strain-hardening effect on the flexural behavior of ultra-high-performance fiber-reinforced concrete beams with steel rebars","year":2024,"lang":"en","type":"article","venue":"Developments in the Built Environment","topic":"Innovative concrete reinforcement materials","field":"Engineering","cited_by":25,"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":"National Research Foundation of Korea; Ministry of Science, ICT and Future Planning","keywords":"Materials science; Flexural strength; Volume fraction; Composite material; Fiber-reinforced concrete; Ultimate tensile strength; Ductility (Earth science); Strain hardening exponent; Cracking; Softening; Fiber; Hardening (computing); Structural engineering; Creep; Layer (electronics)","authors":[{"name":"Doo‐Yeol Yoo","is_ca":false},{"name":"Salman Soleimani-Dashtaki","is_ca":true},{"name":"Taekgeun Oh","is_ca":false},{"name":"Booki Chun","is_ca":false},{"name":"Nemkumar Banthia","is_ca":true},{"name":"Seung-Jung Lee","is_ca":false},{"name":"Young-Soo Yoon","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01088546538632767,"gpt":0.2121488293169125,"spread":0.2012633639305849,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002074022,0.0003638655,0.0001202642,0.0002010966,0.00008679992,0.00008182049,0.0001425399,0.0001866006,0.0008991486],"category_scores_gemma":[0.0002510441,0.0001389944,0.0002019447,0.0001125096,0.0001253038,0.0002591464,0.0001144671,0.0001871512,0.000153327],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009525927,"about_ca_system_score_gemma":0.00007975921,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007089556,"about_ca_topic_score_gemma":0.001613391,"domain_scores_codex":[0.9998682,0.00002184911,0.000007541236,0.0000207342,0.00005304696,0.00002871015],"domain_scores_gemma":[0.9997769,0.00006035106,0.00007115054,0.00001658463,0.00004890847,0.00002613661],"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":[0.00006842892,0.00002080877,0.001530805,0.00002567869,0.000008096079,0.00003269835,0.00002240378,0.0007783708,0.9948179,0.00001528451,0.000004842806,0.002674702],"study_design_scores_gemma":[0.000002991462,0.0004311729,0.02229527,0.000005235359,0.00001795076,0.0000793972,0.00002513085,0.00258085,0.974261,0.00001202165,0.0002820408,0.00000697784],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990091,0.0001693339,0.000633052,0.000003016777,0.000001785894,0.000001914257,0.00001130519,0.000009534169,0.0001609112],"genre_scores_gemma":[0.9990391,0.0001170261,0.0005314791,0.000005112311,0.000001081673,0.000001936992,0.00001848343,0.000003654053,0.0002820861],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008991486,"threshold_uncertainty_score":0.003007889,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4224252821","doi":"10.1016/j.dibe.2022.100074","title":"Error aversion or management? Exploring the impact of culture at the sharp-end of production in a mega-project","year":2022,"lang":"en","type":"article","venue":"Developments in the Built Environment","topic":"Construction Project Management and Performance","field":"Decision Sciences","cited_by":20,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Wilfrid Laurier University; University of Ottawa","funders":"","keywords":"Rework; Workforce; Alliance; Production (economics); Rank (graph theory); Exploratory research; Business; Computer science; Operations management; Operations research; Marketing; Economics; Sociology; Microeconomics; Political science; Engineering; Mathematics; Economic growth; Social science","authors":[{"name":"Jane Matthews","is_ca":false},{"name":"Peter E.D. Love","is_ca":false},{"name":"Lavagnon A. Ika","is_ca":true},{"name":"Weili Fang","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1526784635251231,"gpt":0.3597317930516932,"spread":0.2070533295265701,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01659569,0.0003141003,0.0004052667,0.001219574,0.00144038,0.005170901,0.00101643,0.0006536171,0.001409937],"category_scores_gemma":[0.05963603,0.0002279107,0.0003229016,0.001035186,0.004240755,0.002354682,0.004153939,0.001497273,0.0001380116],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001812113,"about_ca_system_score_gemma":0.003051407,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003909786,"about_ca_topic_score_gemma":0.005748175,"domain_scores_codex":[0.9834538,0.0111886,0.0006630096,0.0007958339,0.00268492,0.001213892],"domain_scores_gemma":[0.9222887,0.04757152,0.01884483,0.003359585,0.004318189,0.003617077],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002016872,0.0006289098,0.8177565,0.0001927626,0.0001413456,0.0002534375,0.1266915,0.0007562494,0.0009726307,0.003366724,0.0002794416,0.04875879],"study_design_scores_gemma":[0.00001209614,0.0007747161,0.6707594,0.000275484,0.00006028954,0.0001918466,0.3212108,0.001652014,0.0008230665,0.0017864,0.002401068,0.00005281273],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997785,0.00005790629,0.0005451972,0.0001964523,0.000004889243,0.000009998073,0.00000437443,0.00000165536,0.001394673],"genre_scores_gemma":[0.999456,0.00005055551,0.0002710571,0.00004170458,0.00000290008,0.000009884257,0.000003956315,0.000001466726,0.0001624615],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01659569,"threshold_uncertainty_score":0.08776748,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4390108620","doi":"10.1016/j.dibe.2023.100311","title":"Machine learning based graphical interface for accurate estimation of FRP-concrete bond strength under diverse exposure conditions","year":2023,"lang":"en","type":"article","venue":"Developments in the Built Environment","topic":"Structural Behavior of Reinforced Concrete","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":"McMaster University","funders":"","keywords":"Fibre-reinforced plastic; Computer science; Process (computing); Bond strength; Graphical user interface; Feature engineering; Shear strength (soil); Feature (linguistics); Interface (matter); Machine learning; Structural engineering; Artificial intelligence; Engineering; Materials science; Composite material; Deep learning; Environmental science; Layer (electronics)","authors":[{"name":"Aman Kumar","is_ca":false},{"name":"Harish Chandra Arora","is_ca":false},{"name":"Prashant Kumar","is_ca":false},{"name":"Nishant Raj Kapoor","is_ca":false},{"name":"Moncef L. Nehdi","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0198945167556801,"gpt":0.2567238412056732,"spread":0.2368293244499931,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001193205,0.001704372,0.0006760242,0.001458383,0.0001440118,0.0007461637,0.001375334,0.0008355333,0.01867795],"category_scores_gemma":[0.004885849,0.00035546,0.0006702905,0.0006062242,0.0001645753,0.00108264,0.0007787799,0.0006756615,0.005714974],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002409402,"about_ca_system_score_gemma":0.0003537811,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009060756,"about_ca_topic_score_gemma":0.0009132579,"domain_scores_codex":[0.9993899,0.0001611693,0.00006493707,0.0001453686,0.0002072194,0.00003139416],"domain_scores_gemma":[0.9980084,0.001122372,0.0001353368,0.0002133688,0.000472955,0.00004755348],"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":[0.001665594,0.0005783984,0.005437931,0.0009549332,0.0001733838,0.0006964113,0.0003307611,0.07257733,0.05872612,0.00516782,0.0534489,0.8002425],"study_design_scores_gemma":[0.0001106075,0.0002309168,0.003303952,0.00007477099,0.00004874298,0.0003257138,0.00003405266,0.9414086,0.03182048,0.002606551,0.01996683,0.00006881628],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0118173,0.0001777786,0.9087028,0.00008116696,0.00005212471,0.0001777476,0.002289377,0.07435291,0.002348889],"genre_scores_gemma":[0.2307129,0.0003190814,0.7504904,0.0002452167,0.00006736789,0.001335498,0.006613592,0.002153528,0.008062392],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01867795,"threshold_uncertainty_score":0.06248397,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4393941644","doi":"10.1016/j.dibe.2024.100402","title":"Building absorptive capacity in a mega-project program alliance: Learning to mitigate rework","year":2024,"lang":"en","type":"article","venue":"Developments in the Built Environment","topic":"Innovation and Knowledge Management","field":"Business, Management and Accounting","cited_by":10,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Wilfrid Laurier University; University of Ottawa","funders":"Australian Research Council","keywords":"Mega-; Absorptive capacity; Rework; Alliance; Business; Capacity building; Process management; Operations management; Engineering management; Knowledge management; Engineering; Computer science; Industrial organization; Political science; Economic growth; Economics","authors":[{"name":"Peter E.D. Love","is_ca":false},{"name":"Jane Matthews","is_ca":false},{"name":"Derek H.T. Walker","is_ca":false},{"name":"Lavagnon A. Ika","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04759571720699306,"gpt":0.2794614406761299,"spread":0.2318657234691369,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01107367,0.0004749328,0.0003120613,0.00189073,0.006666459,0.008284383,0.00228863,0.002204247,0.00658745],"category_scores_gemma":[0.01907497,0.0004252998,0.0004547095,0.001459884,0.00901138,0.008085396,0.01783853,0.002625256,0.001020687],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003033989,"about_ca_system_score_gemma":0.01153076,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001517819,"about_ca_topic_score_gemma":0.003184133,"domain_scores_codex":[0.9902429,0.006323142,0.0002517319,0.0005372441,0.001106236,0.001538869],"domain_scores_gemma":[0.9837577,0.007273765,0.002122276,0.002705132,0.001315161,0.002825945],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.000195189,0.002013127,0.04254217,0.0008386269,0.0001092112,0.004772109,0.2066913,0.01641288,0.006491114,0.2796658,0.007842991,0.4324254],"study_design_scores_gemma":[0.0001282218,0.001842186,0.02789688,0.001788662,0.0001003269,0.002621849,0.3653918,0.02356028,0.008201454,0.2858269,0.2824121,0.0002293034],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.69998,0.0004311189,0.1074861,0.01144222,0.00008730769,0.0005772731,0.00003815882,0.0003517002,0.1796061],"genre_scores_gemma":[0.9764516,0.0001969794,0.0185515,0.0001820518,0.00001365859,0.0001335871,0.00001416542,0.00002954259,0.004426869],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01107367,"threshold_uncertainty_score":0.05856383,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3111364411","doi":"10.1016/j.dibe.2020.100038","title":"Enhanced façade design: A data-driven approach for decision analysis based on past experiences","year":2020,"lang":"en","type":"article","venue":"Developments in the Built Environment","topic":"Sustainable Building Design and Assessment","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University","funders":"Fonds de recherche du Québec – Nature et technologies","keywords":"Computer science; Fuzzy logic; Machine learning; Process (computing); Selection (genetic algorithm); Artificial intelligence; Principal component analysis; Artificial neural network; Data mining","authors":[{"name":"Saviz Moghtadernejad","is_ca":true},{"name":"Luc Chouinard","is_ca":true},{"name":"M. Saeed Mirza","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0522268510978325,"gpt":0.2679420129693209,"spread":0.2157151618714883,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004183511,0.001028944,0.001129505,0.004200654,0.0005579683,0.00320021,0.002384658,0.0009461458,0.005393664],"category_scores_gemma":[0.01311478,0.0005580224,0.001298336,0.002765408,0.001028769,0.003028663,0.002004392,0.00109759,0.0008058049],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001624889,"about_ca_system_score_gemma":0.001612509,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002797614,"about_ca_topic_score_gemma":0.006616706,"domain_scores_codex":[0.9974496,0.001170088,0.0001841151,0.0003874196,0.0007146733,0.0000942172],"domain_scores_gemma":[0.9945875,0.003716578,0.0003826072,0.0004403007,0.0007299475,0.0001430221],"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":[0.0005294267,0.0005235824,0.008360729,0.001049269,0.0003740939,0.0006231829,0.003143793,0.4075842,0.004912786,0.1145437,0.003608228,0.4547469],"study_design_scores_gemma":[0.00004394328,0.0001012144,0.001657699,0.000223226,0.00005787015,0.0001097695,0.0006151011,0.9152867,0.001956137,0.07180411,0.008077679,0.00006661448],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01629128,0.000123296,0.9774417,0.0002139786,0.00002087119,0.0003471715,0.0005226001,0.0004434264,0.004595621],"genre_scores_gemma":[0.251707,0.0001964435,0.74502,0.00004608035,0.00001966575,0.0007674231,0.0009158798,0.00008216128,0.001245428],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.005393664,"threshold_uncertainty_score":0.02212483,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4308989633","doi":"10.1016/j.dibe.2022.100098","title":"Improvement of treated spent pot lining reactivity in cementitious material by calcination","year":2022,"lang":"en","type":"article","venue":"Developments in the Built Environment","topic":"Concrete and Cement Materials Research","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Université Laval; École de Technologie Supérieure","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Calcination; Pozzolan; Cementitious; Reactivity (psychology); Cement; Fly ash; Materials science; Inert; Leaching (pedology); Compressive strength; Pozzolanic reaction; Phosphogypsum; Portland cement; Pozzolanic activity; Metallurgy; Mineralogy; Chemical engineering; Chemistry; Composite material; Geology; Organic chemistry; Raw material; Soil water","authors":[{"name":"Victor Brial","is_ca":true},{"name":"Hang Tran","is_ca":true},{"name":"Luca Sorelli","is_ca":true},{"name":"David Conciatori","is_ca":true},{"name":"Claudiane Ouellet‐Plamondon","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01317196532848589,"gpt":0.2263280350608762,"spread":0.2131560697323903,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001379938,0.0002722075,0.0001846153,0.0002927788,0.0001287939,0.0002423368,0.000209529,0.0001795232,0.000939387],"category_scores_gemma":[0.0002224745,0.000169622,0.0002337584,0.0002420523,0.0001934725,0.0001627934,0.0001811028,0.0003005393,0.0001848394],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001724765,"about_ca_system_score_gemma":0.000153247,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007909725,"about_ca_topic_score_gemma":0.002652049,"domain_scores_codex":[0.9998733,0.00001109967,0.000009978739,0.00002673665,0.00004906979,0.00002979772],"domain_scores_gemma":[0.9998722,0.00001920554,0.00004484482,0.00001748861,0.0000265787,0.00001967517],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00005356219,0.00001008525,0.0002766946,0.00003256507,0.000003783225,0.00003168314,0.00002069772,0.0001024661,0.9986222,0.00001812823,0.000008785766,0.0008192769],"study_design_scores_gemma":[0.000002760993,0.0001296514,0.003781103,0.000003144378,0.00001025266,0.00004825179,0.00001398186,0.0002156299,0.9952286,0.000006377664,0.000556963,0.000003278951],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982147,0.0002545449,0.0009288247,0.000006163058,0.000005232909,0.000007217552,0.0000575701,0.00004783132,0.0004780542],"genre_scores_gemma":[0.9979631,0.0001246269,0.0007340272,0.000006666592,0.00000172224,0.000006098595,0.00008055141,0.00002096539,0.001062315],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.000939387,"threshold_uncertainty_score":0.003142595,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4404733224","doi":"10.1016/j.dibe.2024.100583","title":"Predicting long-term tensile degradation of GFRP rebars embedded in concrete with a reconsidered environmental reduction factor CE","year":2024,"lang":"lv","type":"article","venue":"Developments in the Built Environment","topic":"Concrete Corrosion and Durability","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"Guangdong Science and Technology Department; Research Grants Council, University Grants Committee; Shenzhen University; National Natural Science Foundation of China; Natural Science Foundation of Shenzhen City","keywords":"Fibre-reinforced plastic; Ultimate tensile strength; Degradation (telecommunications); Term (time); Reduction (mathematics); Materials science; Structural engineering; Forensic engineering; Composite material; Engineering; Mathematics","authors":[{"name":"Peng Wang","is_ca":false},{"name":"Yajie Zhou","is_ca":false},{"name":"Yao Lu","is_ca":false},{"name":"Linyuwen Ke","is_ca":false},{"name":"Haoliang Wu","is_ca":false},{"name":"Weiwen Li","is_ca":false},{"name":"Christopher K.Y. Leung","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02010248315892253,"gpt":0.2265544656807583,"spread":0.2064519825218358,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005267315,0.0009512492,0.0004506347,0.0008208225,0.0002043245,0.0006167267,0.0004777334,0.0009874485,0.0002342834],"category_scores_gemma":[0.0008651657,0.0002528719,0.0007573059,0.0005714744,0.0002560596,0.0004830272,0.0003302148,0.000435457,0.0001463879],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005273301,"about_ca_system_score_gemma":0.0006205045,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02499087,"about_ca_topic_score_gemma":0.02247455,"domain_scores_codex":[0.999836,0.00001980306,0.000014768,0.00005906856,0.00003621096,0.00003414442],"domain_scores_gemma":[0.9996297,0.0001195125,0.00008182894,0.00003853397,0.0001008534,0.00002948762],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002093163,0.0002200644,0.07600225,0.000168103,0.00006454979,0.0002658308,0.0000684674,0.8838736,0.01779641,0.0001467919,0.0004948484,0.02068983],"study_design_scores_gemma":[0.000005038617,0.00007029356,0.02287439,0.000009865075,0.0000240746,0.00004064793,0.00005658787,0.9723427,0.004256707,0.00008456918,0.000222484,0.00001247812],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9925162,0.0002922089,0.005974215,0.00004482541,0.00001234094,0.00001626465,0.0006314002,0.0001211267,0.000391378],"genre_scores_gemma":[0.9954056,0.0001673339,0.003148734,0.000007831045,0.000005670375,0.00001197282,0.0009477413,0.000009139961,0.0002960659],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02499087,"threshold_uncertainty_score":0.04969078,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4402679774","doi":"10.1016/j.dibe.2024.100547","title":"Explainable ensemble learning graphical user interface for predicting rebar bond strength and failure mode in recycled coarse aggregate concrete","year":2024,"lang":"en","type":"article","venue":"Developments in the Built Environment","topic":"Recycled Aggregate Concrete Performance","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Polytechnique Montréal; University of Guelph; University of Calgary","funders":"","keywords":"Rebar; Aggregate (composite); Failure mode and effects analysis; Mode (computer interface); Bond strength; Interface (matter); Computer science; Graphical user interface; Materials science; Composite material; Structural engineering; Engineering; Adhesive; Human–computer interaction; Layer (electronics)","authors":[{"name":"Celal Çakıroğlu","is_ca":false},{"name":"Tanvir Hassan Tusher","is_ca":true},{"name":"Md. Shahjalal","is_ca":true},{"name":"Kamrul Islam","is_ca":true},{"name":"A. H. M. Muntasir Billah","is_ca":true},{"name":"Moncef L. Nehdi","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.008109864821849479,"gpt":0.2232041004415558,"spread":0.2150942356197063,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008353883,0.001344328,0.0004290655,0.0008303912,0.0001299379,0.0005062604,0.001221779,0.0007244719,0.0134579],"category_scores_gemma":[0.002194184,0.0002356529,0.0007519478,0.0003025139,0.00011823,0.0005495381,0.0007298837,0.0006547771,0.002436064],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002439949,"about_ca_system_score_gemma":0.0003539341,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003716069,"about_ca_topic_score_gemma":0.006002244,"domain_scores_codex":[0.9998337,0.00003739156,0.00001035206,0.00006294617,0.00003606169,0.00001942455],"domain_scores_gemma":[0.9993185,0.0004501118,0.00003521919,0.00006222365,0.000109259,0.0000247367],"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":[0.001619703,0.0006429312,0.0180572,0.0008116284,0.0002731688,0.0006517147,0.0003907158,0.3849556,0.02011401,0.003696329,0.07277857,0.4960085],"study_design_scores_gemma":[0.00002905706,0.00008034443,0.001873813,0.00001860147,0.00001863302,0.00004018791,0.00001209163,0.9883233,0.004497705,0.001133794,0.003954226,0.00001825681],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09376007,0.0004042021,0.686438,0.0003841793,0.0001754953,0.0002633581,0.01762518,0.1960029,0.004946681],"genre_scores_gemma":[0.6103191,0.0003539166,0.3452902,0.0003478901,0.00008927742,0.0009897498,0.02819305,0.002601858,0.01181499],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0134579,"threshold_uncertainty_score":0.04502112,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4408578568","doi":"10.1016/j.dibe.2025.100648","title":"Self-healing responses of cementitious tailings materials to changing drainage conditions","year":2025,"lang":"en","type":"article","venue":"Developments in the Built Environment","topic":"Tailings Management and Properties","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Ottawa","funders":"Natural Sciences and Engineering Research Council of Canada; University of Ottawa","keywords":"Tailings; Cementitious; Drainage; Environmental science; Geotechnical engineering; Geology; Materials science; Metallurgy; Cement","authors":[{"name":"Weizhou Quan","is_ca":true},{"name":"Mamadou Fall","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01059331151048667,"gpt":0.2230725514803867,"spread":0.2124792399699,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003184932,0.0003150888,0.000220932,0.000392827,0.000224013,0.0002763673,0.0002170536,0.0003649062,0.0009550583],"category_scores_gemma":[0.0008492654,0.0001997809,0.0001918624,0.0003045625,0.0004499824,0.0003912562,0.0002600438,0.0004016537,0.000149594],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002521783,"about_ca_system_score_gemma":0.0001955436,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008843165,"about_ca_topic_score_gemma":0.002719178,"domain_scores_codex":[0.9997899,0.00002227577,0.00002106288,0.00003691004,0.00009346086,0.00003638975],"domain_scores_gemma":[0.9995491,0.0001133678,0.0001007242,0.00004066512,0.0001546317,0.00004151556],"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":[0.0001401444,0.00003123846,0.001972365,0.0001153079,0.00001084209,0.0001035691,0.0002423883,0.001058294,0.9899521,0.0001072473,0.00009346684,0.006172928],"study_design_scores_gemma":[0.000007108632,0.0002918573,0.009685661,0.00001880912,0.00001841321,0.0001010312,0.0002648367,0.003305041,0.9847947,0.00008410654,0.001408228,0.00002022748],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980935,0.0003785462,0.0008985895,0.00001601586,0.00001181535,0.00001224026,0.00009567379,0.00004029924,0.0004533561],"genre_scores_gemma":[0.9988085,0.0001333152,0.0005615469,0.00001948017,0.00000215313,0.0000148275,0.00006667547,0.00001063529,0.0003829709],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009550583,"threshold_uncertainty_score":0.003194928,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4416420438","doi":"10.1016/j.dibe.2025.100811","title":"SAMSort: Vision foundation model for sorting construction and demolition waste","year":2025,"lang":"en","type":"article","venue":"Developments in the Built Environment","topic":"Recycled Aggregate Concrete Performance","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"Hong Kong Polytechnic University; Research Grants Council, University Grants Committee","keywords":"Demolition waste; Sorting; Demolition; Intersection (aeronautics); Adaptation (eye); Limiting; Construction waste; Sorting algorithm","authors":[{"name":"Ruoxin Wang","is_ca":true},{"name":"Chi Fai Cheung","is_ca":false},{"name":"Yiman Jiang","is_ca":false},{"name":"Dongxing Xuan","is_ca":false},{"name":"Chi Sun Poon","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01043149663420378,"gpt":0.2326720451716978,"spread":0.222240548537494,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005014519,0.001544378,0.000898684,0.001055508,0.0003809372,0.001004901,0.002483956,0.001553163,0.003188687],"category_scores_gemma":[0.001075593,0.0005384866,0.001921784,0.001046655,0.0003592726,0.00104879,0.0008851527,0.001893279,0.001641845],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001085431,"about_ca_system_score_gemma":0.001674112,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03436029,"about_ca_topic_score_gemma":0.0422215,"domain_scores_codex":[0.9997724,0.00002670381,0.00001169545,0.00008644933,0.00005770108,0.00004514985],"domain_scores_gemma":[0.9998426,0.00004206819,0.00001581075,0.00002082288,0.00006343638,0.00001519257],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002847624,0.0002244647,0.003485342,0.0001786565,0.000155824,0.0001882211,0.00009668395,0.5883124,0.0076379,0.002617184,0.02205814,0.3747605],"study_design_scores_gemma":[0.000008322357,0.00002353484,0.0002437906,0.000005892549,0.000009985076,0.00002176613,0.000008827316,0.996927,0.000891522,0.0006946449,0.001158457,0.000006321198],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05982654,0.001381986,0.912906,0.0006223542,0.0003161597,0.0002402823,0.003563598,0.01611588,0.005027122],"genre_scores_gemma":[0.5637149,0.001527516,0.3960033,0.001105533,0.0001849351,0.0006699331,0.02019697,0.0009506648,0.01564624],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03436029,"threshold_uncertainty_score":0.06832057,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4410487081","doi":"10.1016/j.dibe.2025.100682","title":"Performance of connection joints of beam-column structure using Ultra-high-performance concrete under full-scale tests","year":2025,"lang":"en","type":"article","venue":"Developments in the Built Environment","topic":"Structural Behavior of Reinforced Concrete","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Partenariat Canadien Contre Le Cancer","keywords":"Connection (principal bundle); Structural engineering; Column (typography); Beam (structure); Materials science; Engineering","authors":[{"name":"Krairerk Aiamsri","is_ca":false},{"name":"Teerasak Yaowarat","is_ca":false},{"name":"Suksun Horpibulsuk","is_ca":false},{"name":"Apichat Suddeepong","is_ca":false},{"name":"Apinun Buritatum","is_ca":false},{"name":"Artit Udomchai","is_ca":false},{"name":"Kirati Nitichote","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.009387043034168959,"gpt":0.2115492509922569,"spread":0.202162207958088,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006682794,0.0008419971,0.0003363257,0.0004683767,0.0003534101,0.0002705008,0.0007506322,0.0006915929,0.001993779],"category_scores_gemma":[0.00125792,0.0003028241,0.0003410015,0.0003528969,0.0004106246,0.0005501951,0.0006234807,0.0003459603,0.0004985523],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000248428,"about_ca_system_score_gemma":0.0002864889,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001435429,"about_ca_topic_score_gemma":0.00356767,"domain_scores_codex":[0.9993974,0.00007727657,0.00004048217,0.0001041816,0.0002663423,0.0001142605],"domain_scores_gemma":[0.99886,0.0001897749,0.0002099139,0.0001616514,0.0003277644,0.0002508079],"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":[0.0005700064,0.0001808576,0.006234661,0.0001056582,0.00002973691,0.0001864375,0.0002968168,0.008632598,0.9757392,0.00007195184,0.00007863572,0.00787341],"study_design_scores_gemma":[0.00001992611,0.00533549,0.02697226,0.00001489791,0.00005440603,0.0001523457,0.0002295491,0.01021754,0.9561808,0.00002707385,0.000767544,0.0000282613],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986117,0.00007376519,0.000909341,0.000003767567,0.000005860876,0.00001061096,0.00003898963,0.00005419176,0.0002917223],"genre_scores_gemma":[0.9984711,0.00004228743,0.0007461158,0.000003709444,0.000001344129,0.000007120831,0.00007045718,0.00001384962,0.0006440609],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001993779,"threshold_uncertainty_score":0.006669819,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4413984175","doi":"10.1016/j.dibe.2025.100747","title":"A multi-hazard framework for resilient service and functional recovery in sustainable multi-building facilities","year":2025,"lang":"en","type":"article","venue":"Developments in the Built Environment","topic":"Infrastructure Resilience and Vulnerability Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true},"ca_institutions":"Ontario College of Art and Design; University of Victoria","funders":"Mitacs","keywords":"Hazard; Resilience (materials science); Service (business); Business; Environmental science; Computer science; Risk analysis (engineering); Chemistry; Materials science","authors":[{"name":"Rachid Ouache","is_ca":true},{"name":"Jack Wen Wei Guo","is_ca":true},{"name":"David Bristow","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01442078876236839,"gpt":0.2438663948901324,"spread":0.229445606127764,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001394268,0.001139277,0.0005485666,0.00155298,0.0009805289,0.001869448,0.002844063,0.00145368,0.003989608],"category_scores_gemma":[0.001542389,0.0005177921,0.001291606,0.000974676,0.00168207,0.002137623,0.002886122,0.001250133,0.0003356748],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003296399,"about_ca_system_score_gemma":0.003116239,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.032989,"about_ca_topic_score_gemma":0.02229924,"domain_scores_codex":[0.9993839,0.0002529542,0.00002752316,0.0001051158,0.0001057651,0.000124646],"domain_scores_gemma":[0.9994923,0.0001774167,0.00009083415,0.00004718313,0.0001043113,0.00008806794],"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":[0.00001194375,0.00002850539,0.00075345,0.00004622833,0.0000188068,0.0001411058,0.0001348419,0.9285595,0.0004859395,0.06572511,0.000368619,0.003726005],"study_design_scores_gemma":[0.00000956889,0.00003697447,0.0004110629,0.00002438538,0.00001527686,0.00004829328,0.0002400711,0.9579498,0.0001574611,0.03895608,0.002131559,0.00001941223],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0347526,0.0003751974,0.9489065,0.001085186,0.00006041022,0.0002049159,0.0004653732,0.0002819308,0.01386791],"genre_scores_gemma":[0.8593006,0.0005973807,0.1340568,0.0001068473,0.00004543391,0.0004933994,0.000363389,0.000100315,0.004935653],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.032989,"threshold_uncertainty_score":0.06559396,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4414900500","doi":"10.1016/j.dibe.2025.100776","title":"Probabilistic approach for identifying construction accident risk for facilities based on outdoor thermal comfort","year":2025,"lang":"en","type":"article","venue":"Developments in the Built Environment","topic":"Facilities and Workplace Management","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto","funders":"Ministry of Science and ICT, South Korea; National Research Foundation of Korea; National Research Foundation","keywords":"Thermal comfort; Work (physics); Facility management; Probabilistic logic; Risk assessment; Masonry; Risk management","authors":[{"name":"Jung Bin Son","is_ca":false},{"name":"Jaewook Jeong","is_ca":true},{"name":"Jaemin Jeong","is_ca":true},{"name":"Louis Kumi","is_ca":false},{"name":"Hyeongjun Mun","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03615025143472372,"gpt":0.2901961836426685,"spread":0.2540459322079447,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00289375,0.0006682545,0.0005486044,0.005356448,0.000681972,0.001621061,0.00106091,0.0008260983,0.003828995],"category_scores_gemma":[0.01178409,0.0004785919,0.001817394,0.002311104,0.000609476,0.001513866,0.001166814,0.0009393149,0.0003890401],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001034466,"about_ca_system_score_gemma":0.0009898999,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007287139,"about_ca_topic_score_gemma":0.008690372,"domain_scores_codex":[0.9977415,0.0008279082,0.0001671651,0.0004889814,0.0006224051,0.0001521004],"domain_scores_gemma":[0.9938228,0.004236461,0.0008983313,0.0002561869,0.0006387448,0.0001475196],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0009671513,0.0006424363,0.6077123,0.0004814311,0.001049235,0.0005187641,0.002161179,0.2123459,0.004961881,0.01759888,0.00144716,0.1501137],"study_design_scores_gemma":[0.0000240842,0.000514092,0.2822984,0.0001300594,0.0003432602,0.0006898537,0.00197549,0.6928188,0.001392969,0.01801031,0.001615112,0.0001875332],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4932146,0.0003679744,0.4974497,0.0002075388,0.00003711327,0.000569223,0.0009229277,0.0003800841,0.006850746],"genre_scores_gemma":[0.9449368,0.0001258925,0.0535013,0.00001897748,0.00001775216,0.0002026762,0.0004348653,0.00001888369,0.0007428462],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007287139,"threshold_uncertainty_score":0.01530379,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4417073022","doi":"10.1016/j.dibe.2025.100821","title":"Synergistic application of modified zeolite and biochar in improving the performance of sandy vegetation concrete","year":2025,"lang":"en","type":"article","venue":"Developments in the Built Environment","topic":"Polymer-Based Agricultural Enhancements","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"WSP (Canada)","funders":"National Key Research and Development Program of China; China Three Gorges University; National Natural Science Foundation of China; Hubei Key Laboratory of Disaster Prevention and Mitigation; Hubei Provincial Department of Education","keywords":"Biochar; Vegetation (pathology); Zeolite; Adsorption; Soil fertility","authors":[{"name":"Daxiang Liu","is_ca":false},{"name":"Yan Zhou","is_ca":false},{"name":"Xiu-Zheng Zhang","is_ca":false},{"name":"Chao Kang","is_ca":true},{"name":"Zhiyou Huang","is_ca":false},{"name":"Kaile Wang","is_ca":false},{"name":"Boyang Xu","is_ca":false},{"name":"Zuosen Luo","is_ca":false},{"name":"Dong Xia","is_ca":false},{"name":"Mingyi Li","is_ca":false},{"name":"Xudong Hu","is_ca":false},{"name":"Wennian Xu","is_ca":false},{"name":"Yueshu Yang","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.005070848575116883,"gpt":0.1876016166949221,"spread":0.1825307681198052,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001002637,0.0003745625,0.0001888815,0.0003006528,0.00009071871,0.0001887233,0.0001486031,0.0002104351,0.0003624938],"category_scores_gemma":[0.0001175497,0.0001272016,0.0003451444,0.0001653966,0.000137513,0.0002008762,0.0002185259,0.0002315197,0.0001018898],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001603769,"about_ca_system_score_gemma":0.0001848947,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008715471,"about_ca_topic_score_gemma":0.003737992,"domain_scores_codex":[0.9999026,0.00001115802,0.000009483218,0.00001716423,0.00003230981,0.00002718679],"domain_scores_gemma":[0.9999533,0.000004880197,0.00001460406,0.000003678711,0.00001174232,0.00001171722],"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":[0.0000662199,0.0000148122,0.0002800869,0.00008584445,0.0000102815,0.00003781832,0.000007341134,0.0002937245,0.9967929,0.00002715965,0.00001816872,0.002365583],"study_design_scores_gemma":[0.000007407296,0.0002317431,0.001973297,0.000004672361,0.00002599654,0.00005512376,0.00001434212,0.00102675,0.9959965,0.000009945246,0.0006474134,0.00000696086],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958455,0.001360924,0.001833339,0.00002875522,0.00002087542,0.00001768884,0.00006936756,0.00004043693,0.0007830573],"genre_scores_gemma":[0.9974822,0.0004340184,0.001558508,0.00001193826,0.000003525443,0.000006274135,0.00002992928,0.00000481672,0.0004687435],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008715471,"threshold_uncertainty_score":0.001732945,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}