{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":10,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":10,"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":"7d4e09119633","filters":{"venue":"International Journal of Industrialized Construction"}},"results":[{"id":"W3081146706","doi":"10.29173/ijic220","title":"Feasibility and Implications of the Modular Construction Approach for Rapid Post-Disaster Recovery","year":2020,"lang":"en","type":"article","venue":"International Journal of Industrialized Construction","topic":"BIM and Construction Integration","field":"Engineering","cited_by":27,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"","keywords":"Modular design; Demolition; Prefabrication; Process (computing); Engineering; Population; Government (linguistics); Disaster recovery; Emergency management; Architectural engineering; Construction engineering; Civil engineering; Risk analysis (engineering); Environmental planning; Forensic engineering; Business; Computer science; Political science; Geography","authors":[{"name":"Pedram Ghannad","is_ca":false},{"name":"Yong-Cheol Lee","is_ca":false},{"name":"Jin Ouk Choi","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03938548487951773,"gpt":0.249850822662875,"spread":0.2104653377833573,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003089106,0.0004850832,0.0001697395,0.001162539,0.0007583498,0.001013834,0.001207124,0.0008814382,0.005777154],"category_scores_gemma":[0.006120365,0.0002083629,0.0005299356,0.0007969539,0.0006801951,0.001348054,0.001280432,0.0004982803,0.00103681],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000715956,"about_ca_system_score_gemma":0.001889741,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001214577,"about_ca_topic_score_gemma":0.004094054,"domain_scores_codex":[0.9982411,0.0008521353,0.00006862674,0.0001046567,0.0005794895,0.0001538983],"domain_scores_gemma":[0.9980849,0.0007159552,0.000249326,0.0002001105,0.0006228453,0.0001268173],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0004679467,0.0009315916,0.01289419,0.002785088,0.00005974506,0.002194268,0.002919252,0.011528,0.01995071,0.02295034,0.006422448,0.9168964],"study_design_scores_gemma":[0.0006511762,0.01331782,0.1705801,0.007636738,0.0007652584,0.009812052,0.04081623,0.08005831,0.06085416,0.07769153,0.5373917,0.0004248651],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6386443,0.009183164,0.1943282,0.008393367,0.0006274688,0.002187851,0.0003480294,0.0004996053,0.1457879],"genre_scores_gemma":[0.8398061,0.004631661,0.1461901,0.0003554482,0.00006752407,0.0005415117,0.0001460881,0.00004916741,0.008212423],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005777154,"threshold_uncertainty_score":0.01932651,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3044904954","doi":"10.29173/ijic212","title":"Benchmarking and Improving Dimensional Quality on Modular Construction Projects – A Case Study","year":2020,"lang":"en","type":"article","venue":"International Journal of Industrialized Construction","topic":"BIM and Construction Integration","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":false},"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada; Mitacs","keywords":"Rework; Benchmarking; Modular design; Quality (philosophy); Benchmark (surveying); Quality management; Key (lock); Construction management; Engineering; Systems engineering; Process management; Computer science; Construction engineering; Operations management; Business; Civil engineering; Management system","authors":[{"name":"Christopher Rausch","is_ca":true},{"name":"Chloe Edwards","is_ca":true},{"name":"Carl T. Haas","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04577754368796774,"gpt":0.2827006744492898,"spread":0.236923130761322,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00788801,0.0006615852,0.0006370771,0.002391402,0.001449131,0.001627884,0.001531732,0.001351379,0.001218706],"category_scores_gemma":[0.01367114,0.0003130775,0.0005644183,0.004162669,0.001584288,0.001059443,0.002390273,0.0008167459,0.0002107647],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003047454,"about_ca_system_score_gemma":0.001863242,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006923242,"about_ca_topic_score_gemma":0.01161174,"domain_scores_codex":[0.992672,0.003150596,0.0003183178,0.0005566547,0.002586067,0.0007163163],"domain_scores_gemma":[0.9892004,0.004216649,0.001601571,0.001720944,0.002673793,0.0005866647],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00130851,0.003664616,0.1723107,0.0009514752,0.0001623897,0.008361036,0.01778204,0.3539421,0.02353914,0.01778385,0.003162357,0.3970318],"study_design_scores_gemma":[0.0001841959,0.01040291,0.5056263,0.0005386319,0.0001980129,0.00331872,0.03588421,0.3524754,0.0555754,0.01134398,0.02410112,0.0003511432],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9858378,0.00007013224,0.009105116,0.00007421492,0.000006310572,0.0001934837,0.000102604,0.00005651689,0.004553712],"genre_scores_gemma":[0.9864711,0.00007967123,0.01252344,0.000008211419,0.000004257745,0.00008038222,0.00008711704,0.00001866402,0.000727146],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00788801,"threshold_uncertainty_score":0.04171628,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3189873253","doi":"10.29173/ijic249","title":"Overview of the Characteristics of the Modular Industry and Barriers to its Increased Market Share","year":2021,"lang":"en","type":"article","venue":"International Journal of Industrialized Construction","topic":"BIM and Construction Integration","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true},"ca_institutions":"University of Alberta; Concordia University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Procurement; Modular design; Context (archaeology); Work (physics); Engineering; Construction management; Business; Engineering management; Operations management; Civil engineering; Marketing; Computer science","authors":[{"name":"Tarek Salama","is_ca":false},{"name":"Osama Moselhi","is_ca":true},{"name":"Mohamed Al‐Hussein","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0198415928146441,"gpt":0.2466607330671773,"spread":0.2268191402525332,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001191107,0.0002183761,0.0001618446,0.0064762,0.00102311,0.002695746,0.000489891,0.0004002532,0.006371768],"category_scores_gemma":[0.002748515,0.0001812122,0.0002794922,0.01194952,0.0006224197,0.001635775,0.0007801199,0.0004674412,0.0006880476],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004942648,"about_ca_system_score_gemma":0.006337453,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1913151,"about_ca_topic_score_gemma":0.3259757,"domain_scores_codex":[0.9984719,0.0001137357,0.00009517204,0.0001368641,0.0007628419,0.0004194572],"domain_scores_gemma":[0.9944178,0.0009092292,0.001760724,0.0001008266,0.00180537,0.001005965],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001536392,0.0001825043,0.7125832,0.001252549,0.00003859279,0.0007565227,0.005455117,0.001539724,0.004043086,0.01148115,0.01103723,0.2514767],"study_design_scores_gemma":[0.000001511245,0.00004811297,0.9479589,0.0001539661,0.000008027407,0.0003204081,0.004867135,0.000259423,0.0003006301,0.0004616831,0.04560364,0.0000164942],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8616885,0.01364666,0.003369259,0.004173092,0.00004421274,0.0002730846,0.006227123,0.0001042447,0.1104738],"genre_scores_gemma":[0.9694564,0.01557712,0.002637362,0.0002968276,0.0000651774,0.0000840008,0.003206753,0.00002623651,0.008650048],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1913151,"threshold_uncertainty_score":0.380403,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3122925454","doi":"10.29173/ijic236","title":"Combined Application of 4D BIM Schedule and an Immersive Virtual Reality on a Modular Project: UNLV Solar Decathlon Case","year":2021,"lang":"en","type":"article","venue":"International Journal of Industrialized Construction","topic":"BIM and Construction Integration","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"University of Nevada, Las Vegas","keywords":"Schedule; Virtual reality; Modular design; Computer science; Plan (archaeology); Systems engineering; Engineering management; Construction engineering; Human–computer interaction; Engineering; Operating system","authors":[{"name":"Rajarshi Ghimire","is_ca":false},{"name":"Seungtaek Lee","is_ca":false},{"name":"Jin Ouk Choi","is_ca":false},{"name":"Jin-Yeol Lee","is_ca":false},{"name":"Yong-Cheol Lee","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02334363691801608,"gpt":0.288660164596957,"spread":0.2653165276789409,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001215957,0.0004681759,0.0002042139,0.0007999552,0.0008176562,0.0008695401,0.000883109,0.0007773745,0.002972291],"category_scores_gemma":[0.002107105,0.0002807388,0.0003741195,0.0005059931,0.001209618,0.0007456472,0.001738712,0.0004860844,0.0003909898],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000678279,"about_ca_system_score_gemma":0.0009671753,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004255726,"about_ca_topic_score_gemma":0.009307954,"domain_scores_codex":[0.9986236,0.0006781074,0.00005029633,0.0001100768,0.0003434119,0.000194481],"domain_scores_gemma":[0.9991831,0.0003131436,0.0001016561,0.0001358618,0.0001107255,0.0001554615],"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":[0.0009593723,0.003985642,0.07877363,0.001129917,0.0001071349,0.1397887,0.1431731,0.04898185,0.09588842,0.03556335,0.006738042,0.4449109],"study_design_scores_gemma":[0.0004043284,0.01057063,0.1898012,0.0008188987,0.0003254823,0.09041192,0.2163809,0.2075182,0.09651339,0.01003184,0.176647,0.0005762451],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.961024,0.00006094842,0.01960872,0.0002512444,0.00002155327,0.0001752764,0.00003222694,0.00008869389,0.01873733],"genre_scores_gemma":[0.9694427,0.0001252543,0.02435966,0.00002747159,0.000006340082,0.0001080017,0.00003321854,0.0000214334,0.00587586],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004255726,"threshold_uncertainty_score":0.009943366,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3192315988","doi":"10.29173/ijic252","title":"Construction stakeholders’ perceived benefits and barriers for environment-friendly modular construction in a hospitality centric environment","year":2021,"lang":"en","type":"article","venue":"International Journal of Industrialized Construction","topic":"BIM and Construction Integration","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"","keywords":"Modular design; Schedule; Business; Sustainability; Hospitality; Process management; Documentation; Quality (philosophy); Marketing; Operations management; Engineering management; Engineering; Tourism; Computer science","authors":[{"name":"Shreyansh Paliwal","is_ca":false},{"name":"Jin Ouk Choi","is_ca":false},{"name":"James Bristow","is_ca":false},{"name":"Hyun Kyung Chatfield","is_ca":false},{"name":"Seungtaek Lee","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02273603988288197,"gpt":0.216109268364984,"spread":0.193373228482102,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006693526,0.000247868,0.0001953919,0.0006968862,0.002423014,0.001998747,0.0005756853,0.001030201,0.002709795],"category_scores_gemma":[0.01046558,0.0003424927,0.0002373491,0.0004739512,0.00183731,0.001199692,0.002834428,0.0007769731,0.0002247813],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002269259,"about_ca_system_score_gemma":0.003394288,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007833124,"about_ca_topic_score_gemma":0.01519335,"domain_scores_codex":[0.9946261,0.002944576,0.0002340915,0.0002048915,0.0008006993,0.001189653],"domain_scores_gemma":[0.991428,0.003611119,0.001334073,0.0002085858,0.001451286,0.001966902],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003136473,0.0007943884,0.6058632,0.000455218,0.00004356146,0.002846722,0.3307972,0.001038894,0.0118857,0.004519717,0.001484956,0.03995674],"study_design_scores_gemma":[0.00001859075,0.0005475715,0.2175297,0.0002008964,0.00002794841,0.0006670631,0.7690063,0.001818781,0.001046792,0.000766316,0.008316601,0.00005350883],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997598,0.00001952919,0.0004456734,0.0003214458,0.000002196879,0.00001575785,0.000004651991,0.00000405541,0.001588729],"genre_scores_gemma":[0.9993775,0.00002734604,0.0003024263,0.00005437927,8.035623e-7,0.00001113222,0.00000426852,0.00000152407,0.0002206841],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007833124,"threshold_uncertainty_score":0.0353992,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3044979530","doi":"10.29173/ijic208","title":"Towards Dynamic Vertical Urbanism","year":2020,"lang":"en","type":"article","venue":"International Journal of Industrialized Construction","topic":"BIM and Construction Integration","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"","keywords":"Architectural engineering; Urbanism; Horizontal and vertical; Landmark; Function (biology); Process (computing); Computer science; Roof; Obstacle; Civil engineering; Architecture; Engineering; Geography; Artificial intelligence","authors":[{"name":"Rongbo Hu","is_ca":false},{"name":"Wen Pan","is_ca":false},{"name":"Thomas Böck","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01942932704328958,"gpt":0.2472878414840657,"spread":0.2278585144407761,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001253729,0.0004450061,0.0002265097,0.0008960578,0.001773108,0.005234666,0.0006790694,0.001050673,0.005073342],"category_scores_gemma":[0.001057903,0.0002615945,0.0004429729,0.0008165875,0.007301292,0.004844157,0.007208989,0.001588869,0.0008929018],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002561716,"about_ca_system_score_gemma":0.001880385,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002289294,"about_ca_topic_score_gemma":0.003305508,"domain_scores_codex":[0.9988921,0.0004070868,0.00003133163,0.0001807353,0.0002816232,0.0002071701],"domain_scores_gemma":[0.999554,0.0000926035,0.00003757934,0.0001247591,0.00009713272,0.00009404081],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000004954681,0.000004787644,0.0001864722,0.00002130154,0.000001707268,0.00002626553,0.0007664309,0.0007287387,0.0002658188,0.9898021,0.001009868,0.007181485],"study_design_scores_gemma":[0.00001100263,0.00003010816,0.00068214,0.00007834318,0.000007331447,0.0001629047,0.003215655,0.006667743,0.0008087722,0.6768862,0.3114341,0.00001568948],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.06089224,0.001970327,0.4215595,0.007838561,0.0004925833,0.0001247234,0.0001324891,0.0004589647,0.5065307],"genre_scores_gemma":[0.8672078,0.001480909,0.09090701,0.000734018,0.0001232931,0.0002210614,0.0001928992,0.0001920428,0.03894103],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005234666,"threshold_uncertainty_score":0.01858664,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3044390034","doi":"10.29173/ijic217","title":"Development of Automated Top-Down Construction System for Low-rise Building Structures","year":2020,"lang":"en","type":"article","venue":"International Journal of Industrialized Construction","topic":"BIM and Construction Integration","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"Ministry of Education, India; Division of Human Resource Development; Indian Institute of Technology Madras; Curtin University of Technology; Department of Science and Technology, Ministry of Science and Technology, India","keywords":"Automation; Construct (python library); Structural system; Frame (networking); Function (biology); Computer science; Engineering; Systems engineering; Mechanical engineering; Civil engineering","authors":[{"name":"Aparna Harichandran","is_ca":false},{"name":"Benny Raphael","is_ca":false},{"name":"Abhijit Mukherjee","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02130460243627932,"gpt":0.2601773538175763,"spread":0.238872751381297,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004943892,0.0005816094,0.0004369942,0.0005517106,0.0003565346,0.0005291692,0.001032497,0.0004364409,0.004516438],"category_scores_gemma":[0.0008051946,0.0002482431,0.0003899967,0.0003079215,0.0002884612,0.0007302215,0.0004858301,0.000422128,0.001704018],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000369943,"about_ca_system_score_gemma":0.001008108,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001395231,"about_ca_topic_score_gemma":0.001620562,"domain_scores_codex":[0.9992135,0.00008641979,0.00003301705,0.0001264608,0.0004837382,0.00005693204],"domain_scores_gemma":[0.9991727,0.0001058632,0.00009503352,0.0002349181,0.0003435041,0.00004790627],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002709664,0.0002987435,0.007795032,0.0005190635,0.000050523,0.0002702529,0.0002920047,0.03216196,0.4128285,0.003290716,0.005366874,0.5368554],"study_design_scores_gemma":[0.0001993805,0.00323233,0.03756554,0.0001130281,0.0001986322,0.001368653,0.0002907262,0.4466151,0.4152874,0.002202517,0.09274849,0.0001781778],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1453122,0.0001940621,0.8381719,0.0001355565,0.00008793276,0.0005189946,0.0002865063,0.009969838,0.005323054],"genre_scores_gemma":[0.5731455,0.0001616975,0.4200598,0.00007529746,0.00003711426,0.0003084735,0.0006684878,0.000195434,0.005348219],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004516438,"threshold_uncertainty_score":0.01510906,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3203069032","doi":"10.29173/ijic253","title":"Using 3D Scanning for Accurate Estimation of Termination Points for Dimensional Quality Assurance in Pipe Spool Fabrication","year":2021,"lang":"en","type":"article","venue":"International Journal of Industrialized Construction","topic":"3D Surveying and Cultural Heritage","field":"Earth and Planetary Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":false},"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada; Mitacs","keywords":"Quality assurance; Rework; Modular programming; Laser tracker; Fabrication; Software; Computer science; Point (geometry); Modular design; Engineering; Engineering drawing; Laser; Embedded system","authors":[{"name":"Mohammad Mahdi Sharif","is_ca":true},{"name":"Chris Rausch","is_ca":true},{"name":"Sidy Ndiongue","is_ca":true},{"name":"Carl T. Haas","is_ca":true},{"name":"Scott Walbridge","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.09624496190875237,"gpt":0.3584578676202284,"spread":0.262212905711476,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001294909,0.0007088829,0.0004406144,0.001803472,0.0003774898,0.0008795907,0.0007772701,0.0007612025,0.001445159],"category_scores_gemma":[0.003615321,0.0005828703,0.0003649364,0.00133151,0.0005819424,0.0009302323,0.001235084,0.0005793115,0.0006949261],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003816605,"about_ca_system_score_gemma":0.0007790999,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001078129,"about_ca_topic_score_gemma":0.003305901,"domain_scores_codex":[0.9983104,0.0002825285,0.00007929403,0.000198377,0.001062504,0.00006691098],"domain_scores_gemma":[0.9973347,0.0009119001,0.0004564064,0.0004847873,0.0007646162,0.00004761982],"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":[0.0003192505,0.0001166901,0.03402815,0.0004815175,0.00004720056,0.0003360776,0.001283592,0.05506009,0.4622304,0.002881834,0.001322343,0.4418928],"study_design_scores_gemma":[0.00003444382,0.0004800958,0.04939257,0.00008112997,0.00005795963,0.001211989,0.0006054521,0.4857136,0.4507883,0.002164178,0.009266228,0.0002040549],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.121963,0.0002668338,0.8739502,0.00004453609,0.00002771786,0.00005853685,0.0001389326,0.001711012,0.001839153],"genre_scores_gemma":[0.4512859,0.0002866442,0.5470549,0.00002966507,0.00001129289,0.00009325243,0.000205449,0.0001804664,0.0008523552],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001803472,"threshold_uncertainty_score":0.006848216,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3121454488","doi":"10.29173/ijic235","title":"Integrating machine learning with QFD for selecting functional requirements in construction automation","year":2020,"lang":"en","type":"article","venue":"International Journal of Industrialized Construction","topic":"Quality Function Deployment in Product Design","field":"Business, Management and Accounting","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true},"ca_institutions":"University of Alberta","funders":"","keywords":"Functional requirement; Quality function deployment; Computer science; Non-functional requirement; Artificial intelligence; Requirements analysis; Software deployment; Machine learning; Function (biology); Systems engineering; Software engineering; Engineering; Software development; Software; Operations management","authors":[{"name":"Edgar C. Tamayo","is_ca":true},{"name":"Yasir Imtiaz Khan","is_ca":false},{"name":"Mohamed Al‐Hussein","is_ca":true},{"name":"Ahmed Jawad Qureshi","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07803071109161068,"gpt":0.2777405599418103,"spread":0.1997098488501996,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003914623,0.0008559888,0.0008878722,0.003035572,0.000449661,0.001125859,0.0008076621,0.0007656961,0.001487025],"category_scores_gemma":[0.01152431,0.0003526217,0.0007148369,0.002595124,0.0005410714,0.001428676,0.0007953001,0.0007048888,0.0002842232],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001512947,"about_ca_system_score_gemma":0.001887713,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006735872,"about_ca_topic_score_gemma":0.008462731,"domain_scores_codex":[0.9973937,0.001229472,0.0001722604,0.000291179,0.0007616875,0.0001516802],"domain_scores_gemma":[0.9931971,0.00471619,0.0005608133,0.0003502507,0.001102491,0.0000730836],"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":[0.000124322,0.0003561013,0.01050987,0.0003408036,0.00007100148,0.0001218137,0.0002713229,0.4318348,0.004199744,0.006001618,0.00161042,0.5445582],"study_design_scores_gemma":[0.00001247927,0.00006685947,0.002003181,0.00002465235,0.000009963745,0.00002318537,0.00006169242,0.9899234,0.001842465,0.005124651,0.0008932867,0.00001413505],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03890963,0.0002259949,0.9578568,0.000200967,0.00001977874,0.0002009141,0.0001557014,0.0005924907,0.001837697],"genre_scores_gemma":[0.4821744,0.0001744094,0.5160877,0.00007816678,0.00001605491,0.0002881819,0.0003928002,0.00005110234,0.0007372973],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006735872,"threshold_uncertainty_score":0.02070278,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3080168217","doi":"10.29173/ijic215","title":"Planning semi-automated precast production using GA","year":2020,"lang":"en","type":"article","venue":"International Journal of Industrialized Construction","topic":"Scheduling and Optimization Algorithms","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false},"ca_institutions":"","funders":"","keywords":"Precast concrete; Tardiness; Production planning; Production line; Production (economics); Scheduling (production processes); Schedule; Computer science; Job shop scheduling; Industrial engineering; Real-time computing; Engineering; Operations research; Operations management; Civil engineering; Operating system","authors":[{"name":"Chen Chen","is_ca":false},{"name":"Thomas C. H. Phang","is_ca":false},{"name":"Lee Kong Tiong","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05524105237403548,"gpt":0.2919254342536463,"spread":0.2366843818796108,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003827649,0.0007695701,0.0007098304,0.0005617196,0.0003877532,0.0005692399,0.0007504799,0.0006607276,0.001845522],"category_scores_gemma":[0.0007607623,0.0004139628,0.0007416769,0.0005523712,0.0005044871,0.0004015075,0.0004412222,0.000506598,0.0001863645],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005485849,"about_ca_system_score_gemma":0.001401282,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008868856,"about_ca_topic_score_gemma":0.006490252,"domain_scores_codex":[0.999739,0.00008121728,0.00001159073,0.00005522262,0.00006652796,0.00004652392],"domain_scores_gemma":[0.9996785,0.0001874331,0.00003760108,0.00002857333,0.00005205012,0.00001578469],"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":[0.0000163293,0.00001340559,0.0001768526,0.00002980832,0.00001032331,0.00003498208,0.00001799059,0.9856032,0.001379441,0.001503097,0.0001564009,0.01105816],"study_design_scores_gemma":[0.00000650673,0.00002557866,0.00008263854,0.000004378363,0.000005272035,0.00001260719,0.00001064105,0.9972621,0.0006806423,0.001487325,0.0004183764,0.00000394693],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06106136,0.0002038157,0.9336983,0.00009246914,0.00003146506,0.0001055051,0.00009671903,0.0005074838,0.00420286],"genre_scores_gemma":[0.6929513,0.0002845849,0.3033225,0.00004753414,0.00001132396,0.0003123231,0.0002208935,0.00007034837,0.002779236],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008868856,"threshold_uncertainty_score":0.01763445,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}