{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":25,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":25,"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":"0a86423f5c74","filters":{"venue":"Construction Research Congress 2014"}},"results":[{"id":"W2312871094","doi":"10.1061/9780784413517.015","title":"Integrating BIM with Green Building Certification System, Energy Analysis, and Cost Estimating Tools to Conceptually Design Sustainable Buildings","year":2014,"lang":"en","type":"article","venue":"Construction Research Congress 2014","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":51,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"University of Ottawa","funders":"","keywords":"Certification; Sustainability; Building information modeling; Energy consumption; Architectural engineering; Sustainable design; Conceptual design; Systems engineering; Green building; Efficient energy use; Engineering; Building design; Computer science; Construction engineering; Operations management","authors":[{"name":"Farzad Jalaei","is_ca":true},{"name":"Ahmad Jrade","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02421380746497674,"gpt":0.272599686592065,"spread":0.2483858791270883,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00186842,0.001144695,0.000908794,0.003583468,0.0008057622,0.002441699,0.001133683,0.0007956689,0.003708412],"category_scores_gemma":[0.003351753,0.0008528775,0.001052624,0.002773719,0.0005074128,0.002684834,0.002315583,0.0009572802,0.00121167],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001160032,"about_ca_system_score_gemma":0.00188975,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002688821,"about_ca_topic_score_gemma":0.004739441,"domain_scores_codex":[0.998289,0.0005045372,0.0000951546,0.0001017128,0.00091579,0.00009369537],"domain_scores_gemma":[0.9989297,0.0003573652,0.0001241028,0.0002242607,0.0003198428,0.00004475284],"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":[0.0000737741,0.000299105,0.004509252,0.0002487858,0.00008189523,0.0001330263,0.0003180869,0.442672,0.008327805,0.07292864,0.003892946,0.4665147],"study_design_scores_gemma":[0.00001317467,0.00006763701,0.001362941,0.0000581983,0.00003499418,0.0001183481,0.0001542552,0.9522408,0.007781325,0.02123142,0.01687983,0.00005708462],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.006691335,0.0000698774,0.9862438,0.00007608972,0.00001795555,0.00007760865,0.0001100052,0.0009221311,0.005791182],"genre_scores_gemma":[0.1194779,0.0002162335,0.8779832,0.0000376285,0.00001312464,0.0002314687,0.0003739803,0.0002125328,0.001453904],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003708412,"threshold_uncertainty_score":0.01240593,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2105004520","doi":"10.1061/9780784413517.170","title":"An Automatic Scheduling Approach: Building Information Modeling-based Onsite Scheduling for Panelized Construction","year":2014,"lang":"en","type":"article","venue":"Construction Research Congress 2014","topic":"BIM and Construction Integration","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 Alberta","funders":"","keywords":"Building information modeling; Schedule; Scheduling (production processes); Modular design; Computer science; Application programming interface; Construction management; Software engineering; Systems engineering; User interface; Engineering; Construction engineering; Operating system; Civil engineering; Operations management","authors":[{"name":"Hexu Liu","is_ca":true},{"name":"Zhen Lei","is_ca":true},{"name":"Hong Li","is_ca":true},{"name":"Mohamed Al‐Hussein","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03457006351762062,"gpt":0.3043029006371238,"spread":0.2697328371195032,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000645604,0.0008569971,0.0005425856,0.0009238828,0.0006030274,0.001186364,0.001433981,0.0006335552,0.004316167],"category_scores_gemma":[0.001184345,0.0005582585,0.001026243,0.0009317301,0.0003966512,0.0009738564,0.00111652,0.0007107587,0.000956093],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001007201,"about_ca_system_score_gemma":0.001993711,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01113013,"about_ca_topic_score_gemma":0.01621122,"domain_scores_codex":[0.9995034,0.0001181002,0.00002798802,0.00008723277,0.0002098891,0.00005332198],"domain_scores_gemma":[0.9996603,0.00009535631,0.00004441501,0.00009017767,0.00008723798,0.00002253724],"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":[0.0001203194,0.0001763827,0.001046995,0.0002105871,0.00004918106,0.000224675,0.0004753389,0.7646354,0.0148639,0.03765493,0.006166471,0.1743758],"study_design_scores_gemma":[0.0000112564,0.00002284216,0.0001619952,0.00001130497,0.00001361404,0.00003174458,0.00005225248,0.9819999,0.004483593,0.003894479,0.009305699,0.00001123532],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.005916408,0.00003008148,0.9876761,0.00004588054,0.00001905004,0.00008029059,0.0001824952,0.002488536,0.003561133],"genre_scores_gemma":[0.1540732,0.0001246007,0.8410799,0.000036227,0.00001290832,0.0002547572,0.001056739,0.0005305762,0.002831004],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01113013,"threshold_uncertainty_score":0.02213067,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1989707769","doi":"10.1061/9780784413517.203","title":"Dimensions of Interoperability in the AEC Industry","year":2014,"lang":"en","type":"article","venue":"Construction Research Congress 2014","topic":"BIM and Construction Integration","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":"École de Technologie Supérieure; University of British Columbia","funders":"","keywords":"Interoperability; Construct (python library); Knowledge management; Cross-domain interoperability; Computer science; Dimension (graph theory); Semantic interoperability; Domain (mathematical analysis); Conceptual framework; Information system; Process (computing); Process management; Systems engineering; Engineering; Engineering management; World Wide Web","authors":[{"name":"Érik Poirier","is_ca":true},{"name":"Daniel Forgues","is_ca":true},{"name":"Sheryl Staub‐French","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03174179331005929,"gpt":0.3088009951776974,"spread":0.2770592018676382,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02151373,0.0006080742,0.0008918539,0.01326476,0.004231258,0.02158212,0.001779075,0.004395787,0.002823356],"category_scores_gemma":[0.03122349,0.0006459737,0.0009426789,0.01545373,0.02482288,0.02691327,0.01237112,0.004529096,0.0002952025],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00781955,"about_ca_system_score_gemma":0.008739533,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003294189,"about_ca_topic_score_gemma":0.001707607,"domain_scores_codex":[0.9555823,0.02531758,0.0042361,0.002151,0.01091991,0.001793053],"domain_scores_gemma":[0.9615175,0.0289508,0.002718433,0.00250021,0.003549034,0.0007639738],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.000009891256,0.00003111298,0.002254732,0.0003585698,0.00002776443,0.0001551393,0.009762972,0.0008407625,0.0002298038,0.949919,0.0007095398,0.03570069],"study_design_scores_gemma":[0.000009949439,0.00004546399,0.005542682,0.001761245,0.0000473436,0.0006331056,0.04436015,0.001947666,0.000461805,0.8528346,0.09229328,0.0000627278],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.162011,0.06402829,0.273112,0.06790514,0.0005176736,0.0005012196,0.000336284,0.00025225,0.4313361],"genre_scores_gemma":[0.9204476,0.01774696,0.05637723,0.001923717,0.0002426416,0.0004605008,0.0002341087,0.00005718852,0.002510096],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02158212,"threshold_uncertainty_score":0.1137769,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2324135201","doi":"10.1061/9780784413517.103","title":"Automated Registration of 3D Point Clouds with 3D CAD Models for Remote Assessment of Staged Fabrication","year":2014,"lang":"en","type":"article","venue":"Construction Research Congress 2014","topic":"3D Surveying and Cultural Heritage","field":"Earth and Planetary Sciences","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 Waterloo","funders":"","keywords":"Modular programming; Fabrication; Computer science; Rework; Prefabrication; CAD; Quality (philosophy); Process (computing); Key (lock); Reliability engineering; Engineering drawing; Engineering; Embedded system","authors":[{"name":"Mohammad Nahangi","is_ca":true},{"name":"Mahdi Safa","is_ca":true},{"name":"Arash Shahi","is_ca":true},{"name":"Carl T. Haas","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05265799520302589,"gpt":0.3325052112303735,"spread":0.2798472160273476,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008093884,0.001560674,0.001034704,0.0052461,0.0004978226,0.001526998,0.001619676,0.001347195,0.002469655],"category_scores_gemma":[0.002537251,0.001206003,0.001365581,0.003736781,0.000594385,0.00150357,0.002291177,0.001174191,0.001976744],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006118666,"about_ca_system_score_gemma":0.001427673,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004336856,"about_ca_topic_score_gemma":0.007811202,"domain_scores_codex":[0.9979948,0.0002363516,0.00009862058,0.000354798,0.001137875,0.0001776081],"domain_scores_gemma":[0.9986162,0.0002511385,0.0002110277,0.0005080942,0.0003618008,0.00005174195],"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":[0.0003151474,0.0003821687,0.008647286,0.0004132522,0.0001614277,0.0005916077,0.0007637988,0.1843845,0.162945,0.002973033,0.004434498,0.6339884],"study_design_scores_gemma":[0.00003108571,0.0001791198,0.01598214,0.00004925389,0.00005557875,0.0005671774,0.0003896889,0.9086998,0.06466707,0.002605105,0.006662419,0.0001114856],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05133152,0.0002298529,0.9410852,0.00007070389,0.00005158963,0.0002234703,0.0005029179,0.004810288,0.001694529],"genre_scores_gemma":[0.4109632,0.0004218478,0.5845993,0.00005926744,0.0000299556,0.0002909718,0.001846459,0.0004287182,0.001360252],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0052461,"threshold_uncertainty_score":0.008623242,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2329697020","doi":"10.1061/9780784413517.105","title":"Evaluation of the State-of-the-Art Automated Construction Progress Monitoring and Control Systems","year":2014,"lang":"en","type":"article","venue":"Construction Research Congress 2014","topic":"3D Surveying and Cultural Heritage","field":"Earth and Planetary Sciences","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 Calgary; University of Alberta","funders":"","keywords":"Computer science; Lidar; Data collection; Plan (archaeology); Reliability (semiconductor); Task (project management); Systems engineering; Data acquisition; State (computer science); Real-time computing; Remote sensing; Engineering","authors":[{"name":"Reza Maalek","is_ca":true},{"name":"Janaka Y. Ruwanpura","is_ca":true},{"name":"Kamal Ranaweera","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04343490373183884,"gpt":0.3138598537388382,"spread":0.2704249500069993,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005592648,0.0008504142,0.0007777917,0.002127102,0.0005028311,0.001278306,0.001901935,0.001102032,0.002910213],"category_scores_gemma":[0.01203831,0.0003362172,0.0004513392,0.001131136,0.0006327333,0.001587411,0.0007132629,0.0003253595,0.0005450257],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001566124,"about_ca_system_score_gemma":0.001091389,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004520947,"about_ca_topic_score_gemma":0.002678382,"domain_scores_codex":[0.9929518,0.001583977,0.0004405125,0.0007581848,0.003914102,0.0003512686],"domain_scores_gemma":[0.9884579,0.005241298,0.0007867113,0.001207792,0.004074927,0.0002314545],"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":[0.004205597,0.001350477,0.0163858,0.002833729,0.0002812191,0.0002410846,0.0008526163,0.1570563,0.07601872,0.001780138,0.002872343,0.736122],"study_design_scores_gemma":[0.0003816895,0.01116103,0.0847735,0.000281002,0.0005152019,0.0004300267,0.001023308,0.7559353,0.1280738,0.0006780293,0.01655169,0.0001954474],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.8420647,0.002324532,0.1399409,0.0002196561,0.0001350432,0.0009136589,0.0008382866,0.003851397,0.0097119],"genre_scores_gemma":[0.9570493,0.0004605561,0.04007713,0.00002370119,0.00002237018,0.0002597122,0.0006947905,0.0000742078,0.001338266],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.005592648,"threshold_uncertainty_score":0.02957708,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2104943474","doi":"10.1061/9780784413517.051","title":"Carbon Footprint of Panelized Construction: An Empirical and Comparative Study","year":2014,"lang":"en","type":"article","venue":"Construction Research Congress 2014","topic":"Environmental Impact and Sustainability","field":"Environmental Science","cited_by":12,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Northern Alberta Institute of Technology; University of Alberta; Alberta Environment and Protected Areas","funders":"","keywords":"Carbon footprint; Greenhouse gas; Framing (construction); Prefabrication; Sustainability; Embodied energy; Engineering; Empirical research; Ecological footprint; Environmental economics; Environmental science; Civil engineering","authors":[{"name":"Hong Li","is_ca":true},{"name":"Mehrdad Naseri Esfahani","is_ca":true},{"name":"Mustafa Gül","is_ca":true},{"name":"Haitao Yu","is_ca":true},{"name":"Don Mah","is_ca":true},{"name":"Mohamed Al‐Hussein","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.08477756767874897,"gpt":0.3988973877322328,"spread":0.3141198200534838,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002786025,0.0004524299,0.0003967559,0.003449433,0.0005063986,0.001134151,0.0008515664,0.0007099792,0.003923168],"category_scores_gemma":[0.006217691,0.0002125182,0.0006037813,0.006321618,0.001142793,0.00206943,0.0007978582,0.0005822937,0.0003904735],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001794826,"about_ca_system_score_gemma":0.0006355757,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0066698,"about_ca_topic_score_gemma":0.01144776,"domain_scores_codex":[0.9970216,0.001184893,0.00009756732,0.0003163482,0.001158889,0.0002206212],"domain_scores_gemma":[0.9891122,0.006332729,0.001856697,0.0007451737,0.001766135,0.0001870968],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002721275,0.00574185,0.8195453,0.001238339,0.0007243056,0.001367427,0.00521244,0.01579074,0.007468999,0.005087803,0.001100987,0.1340006],"study_design_scores_gemma":[0.00004007485,0.002975076,0.9708968,0.0001418543,0.0001815416,0.000344507,0.008853407,0.007243555,0.004412338,0.0008198487,0.004017475,0.00007346283],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954836,0.000217184,0.0004785604,0.00001748422,0.000002908503,0.00005170315,0.0002024268,0.000002996368,0.003543164],"genre_scores_gemma":[0.9976069,0.0003596974,0.0009175229,0.00001115533,0.000008435624,0.00005478348,0.0004470492,0.000005103312,0.0005894313],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0066698,"threshold_uncertainty_score":0.01473409,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2314768901","doi":"10.1061/9780784413517.164","title":"4D-based Value Engineering","year":2014,"lang":"en","type":"article","venue":"Construction Research Congress 2014","topic":"Value Engineering and Management","field":"Business, Management and Accounting","cited_by":9,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Concordia University","funders":"","keywords":"Analytic hierarchy process; Visualization; Computer science; Scope (computer science); Process (computing); Work breakdown structure; Systems engineering; Value engineering; Automation; Project management; Software engineering; Process management; Project planning; Engineering; Operations research; Data mining; Project charter; Operations management","authors":[{"name":"Yalda Ranjbaran","is_ca":true},{"name":"Osama Moselhi","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02238200978878212,"gpt":0.2632331528020396,"spread":0.2408511430132574,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001680816,0.0009122246,0.000672646,0.003190315,0.0008662984,0.006780404,0.001708174,0.001456152,0.02948527],"category_scores_gemma":[0.004763639,0.0005056317,0.001546444,0.003099066,0.001389111,0.002852086,0.003501152,0.001162424,0.003916282],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002151539,"about_ca_system_score_gemma":0.001432734,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004655835,"about_ca_topic_score_gemma":0.003634828,"domain_scores_codex":[0.998552,0.0004267581,0.0000969867,0.0001381304,0.0006836451,0.0001024291],"domain_scores_gemma":[0.9987914,0.0004299612,0.00009330361,0.0002355502,0.0003980995,0.00005160159],"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":[0.00005103938,0.0000557442,0.001162434,0.0003238176,0.00004607854,0.0002304472,0.0004326935,0.1194731,0.002258259,0.698769,0.01205355,0.1651439],"study_design_scores_gemma":[0.00002837498,0.00004433193,0.0006940867,0.0002623062,0.00002871011,0.0002558138,0.000408381,0.4132203,0.002752917,0.4005767,0.1816695,0.0000584979],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.004430951,0.0005492662,0.9035301,0.001085313,0.0002246133,0.0002243431,0.001248192,0.0007786527,0.08792858],"genre_scores_gemma":[0.2685072,0.001764046,0.6947358,0.0003796812,0.0001010682,0.000670282,0.002396796,0.0003977268,0.03104745],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02948527,"threshold_uncertainty_score":0.098638,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2332607151","doi":"10.1061/9780784413517.208","title":"A Framework for Identifying and Measuring Competencies and Performance Indicators for Construction Projects","year":2014,"lang":"en","type":"article","venue":"Construction Research Congress 2014","topic":"Construction Project Management and Performance","field":"Decision Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Natural Sciences and Engineering Research Council of Canada; University of Alberta","funders":"","keywords":"Performance indicator; Performance measurement; Adaptation (eye); Computer science; Measure (data warehouse); Work (physics); Knowledge management; Process management; Construction management; Construction industry; Set (abstract data type); Performance management; Domain (mathematical analysis); Engineering management; Engineering; Construction engineering; Business; Data mining","authors":[{"name":"Moataz Nabil Omar","is_ca":true},{"name":"Aminah Robinson Fayek","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2606410296094066,"gpt":0.4378521789167426,"spread":0.1772111493073359,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008660263,0.002064159,0.0008196232,0.009484199,0.001254611,0.003373759,0.001947194,0.001672611,0.00175496],"category_scores_gemma":[0.01370498,0.000559143,0.001431021,0.006251812,0.002028508,0.003093587,0.002219456,0.001750596,0.0004742698],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004215666,"about_ca_system_score_gemma":0.007796993,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01738308,"about_ca_topic_score_gemma":0.01793776,"domain_scores_codex":[0.9925189,0.003625111,0.0009385286,0.0006962092,0.001901812,0.0003194913],"domain_scores_gemma":[0.9938468,0.002809997,0.001075079,0.0002542525,0.001759829,0.0002540738],"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":[0.00009881784,0.0007163961,0.02501623,0.001508235,0.0002102161,0.0005033665,0.004486685,0.1216157,0.00358237,0.5497231,0.01029279,0.2822461],"study_design_scores_gemma":[0.0001076531,0.0009041103,0.0403141,0.002777872,0.0002039463,0.0007905515,0.006745598,0.516817,0.004228262,0.3222293,0.1044301,0.0004514639],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01185822,0.0008150232,0.9726114,0.000827813,0.00006499262,0.001298463,0.0006088945,0.000297214,0.01161793],"genre_scores_gemma":[0.104783,0.0005969143,0.8904892,0.00009410014,0.00001815114,0.00227908,0.0004773639,0.00001511496,0.001247228],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01738308,"threshold_uncertainty_score":0.04580039,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2082724002","doi":"10.1061/9780784413517.137","title":"Project Delivery Systems Selection for Capital Projects Using the Analytical Hierarchy Process and the Analytical Network Process","year":2014,"lang":"en","type":"article","venue":"Construction Research Congress 2014","topic":"Resource-Constrained Project Scheduling","field":"Decision Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Concordia University","funders":"","keywords":"Analytic network process; Pairwise comparison; Analytic hierarchy process; Hierarchy; Ranking (information retrieval); Computer science; Interdependence; Process (computing); Operations research; Cluster (spacecraft); Risk analysis (engineering); Engineering; Artificial intelligence; Business; Computer network","authors":[{"name":"Zorana Popić","is_ca":true},{"name":"Osama Moselhi","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1589504931906,"gpt":0.453898261453948,"spread":0.2949477682633481,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01221503,0.001130667,0.001047252,0.00514636,0.001714948,0.002579733,0.0009431959,0.0006236816,0.002672432],"category_scores_gemma":[0.02180242,0.0005547125,0.001085398,0.004298945,0.001010385,0.002947917,0.001606961,0.001021837,0.0002438735],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002987718,"about_ca_system_score_gemma":0.004165619,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005294361,"about_ca_topic_score_gemma":0.008330904,"domain_scores_codex":[0.9868404,0.008145078,0.0005404198,0.0006151696,0.003499932,0.0003589875],"domain_scores_gemma":[0.9906285,0.006827785,0.0008417025,0.0002638025,0.001243816,0.0001942218],"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":[0.0003079493,0.0002351269,0.006285375,0.001140933,0.0001799279,0.0002315578,0.002339453,0.4942311,0.004461804,0.09701272,0.00165951,0.3919145],"study_design_scores_gemma":[0.00009249818,0.000512002,0.003190752,0.0002733348,0.0001267266,0.0001632221,0.001671619,0.8893659,0.00577227,0.08760457,0.01112025,0.0001068344],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02706625,0.0002702428,0.9667065,0.0002096054,0.00002447003,0.0004681507,0.00004827931,0.0000808188,0.005125602],"genre_scores_gemma":[0.3052065,0.0005109448,0.6921551,0.000033695,0.00002158147,0.0005303093,0.0001001741,0.00004243602,0.001399199],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01221503,"threshold_uncertainty_score":0.06460005,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2319056016","doi":"10.1061/9780784413517.008","title":"Estimating the Size of Temporary Facilities in Construction Site Layout Planning Using Simulation","year":2014,"lang":"en","type":"article","venue":"Construction Research Congress 2014","topic":"BIM and Construction Integration","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Canadian Natural Resources; University of Alberta","funders":"","keywords":"Computer science; Duration (music); Process (computing); Task (project management); Estimation; Resource (disambiguation); Economic shortage; Work (physics); Space (punctuation); Site planning; Productivity; Simulation modeling; Industrial engineering; Operations research; Systems engineering; Engineering; Civil engineering","authors":[{"name":"SeyedReza RazaviAlavi","is_ca":true},{"name":"Simaan AbouRizk","is_ca":true},{"name":"Pejman Alanjari","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04771770382829251,"gpt":0.3299777864641125,"spread":0.28226008263582,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001648804,0.0006444446,0.0007479706,0.001435306,0.0004303593,0.0008905174,0.00102064,0.0006989554,0.0009185174],"category_scores_gemma":[0.004895219,0.0006911407,0.0007978498,0.001452677,0.0005990641,0.00125193,0.001010752,0.0005198479,0.0001479977],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009753717,"about_ca_system_score_gemma":0.001357355,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01093936,"about_ca_topic_score_gemma":0.0105508,"domain_scores_codex":[0.9989988,0.0004754457,0.00006134856,0.0001402917,0.0002076569,0.0001164669],"domain_scores_gemma":[0.9966536,0.002288019,0.0003982008,0.0002800685,0.0002607998,0.0001193042],"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":[0.00001976479,0.00001171667,0.001961308,0.00001864482,0.00000718567,0.00001440414,0.0000309205,0.9899309,0.0007939599,0.001164514,0.0000379786,0.006008747],"study_design_scores_gemma":[0.000002159684,0.00002271192,0.0008662404,0.000007661667,0.000007163402,0.00001545329,0.00002394075,0.9972017,0.0008012112,0.0007359487,0.0003063116,0.000009570929],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09357744,0.0001142751,0.9041597,0.00004379658,0.000008664964,0.00005821992,0.000132728,0.0002968444,0.001608401],"genre_scores_gemma":[0.8155033,0.0001842123,0.1835444,0.000007223555,0.00000471867,0.0001363277,0.000189999,0.00004843876,0.0003812861],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01093936,"threshold_uncertainty_score":0.02175134,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4248454516","doi":"10.1061/9780784413517.230","title":"Current State of Interface Management in Mega-construction Projects","year":2014,"lang":"en","type":"article","venue":"Construction Research Congress 2014","topic":"Construction Project Management and Performance","field":"Decision Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Waterloo","funders":"","keywords":"Deliverable; Project management; Integrated project delivery; Interface (matter); Project management triangle; Business; Construction management; Project team; Extreme project management; Program management; Best practice; Process (computing); Mega-; Project portfolio management; Pre-construction services; Process management; OPM3; Computer science; Knowledge management; Engineering; Systems engineering; Civil engineering; Management","authors":[{"name":"Samin Shokri","is_ca":true},{"name":"Seungjun Ahn","is_ca":true},{"name":"Thomas Czerniawski","is_ca":true},{"name":"Carl T. Haas","is_ca":true},{"name":"Sang Hyun Lee","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.136750887562097,"gpt":0.4543359226306091,"spread":0.3175850350685121,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009599378,0.0005545513,0.000685825,0.004751762,0.001414602,0.008647268,0.003997148,0.001838315,0.003397612],"category_scores_gemma":[0.0195564,0.0007997344,0.0004367395,0.009605492,0.003798768,0.005570802,0.003842306,0.001080709,0.0009794473],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003542167,"about_ca_system_score_gemma":0.004840009,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006060247,"about_ca_topic_score_gemma":0.005424301,"domain_scores_codex":[0.9851829,0.004251921,0.001803525,0.002012332,0.00577673,0.000972448],"domain_scores_gemma":[0.9657088,0.009664429,0.01134034,0.002317082,0.008962488,0.002006931],"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":[0.000190387,0.0002991385,0.1168207,0.00329348,0.00007177846,0.0002859901,0.01868855,0.002877473,0.002868649,0.01839737,0.002938846,0.8332676],"study_design_scores_gemma":[0.00003930156,0.001172538,0.5681912,0.007372635,0.0001870679,0.001845438,0.1195942,0.01123342,0.007266242,0.02002061,0.2627307,0.000346676],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7721408,0.1050897,0.04036961,0.01242269,0.0001498866,0.000227976,0.0005300275,0.0004376621,0.06863184],"genre_scores_gemma":[0.9523836,0.0306296,0.01337782,0.0003267989,0.00007062039,0.0001669888,0.0003436742,0.00004347896,0.002657413],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009599378,"threshold_uncertainty_score":0.05076694,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2334646336","doi":"10.1061/9780784413517.076","title":"Feasibility of Onsite Biomechanical Analysis during Ladder Climbing","year":2014,"lang":"en","type":"article","venue":"Construction Research Congress 2014","topic":"Occupational Health and Safety Research","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"National Institute for Occupational Safety and Health; Center for Construction Research and Training; National Science Foundation","keywords":"Climbing; Inertial measurement unit; Work (physics); Biomechanics; Physical medicine and rehabilitation; Motion capture; Motion analysis; Engineering; Computer science; Simulation; Motion (physics); Artificial intelligence; Medicine; Structural engineering; Mechanical engineering","authors":[{"name":"JoonOh Seo","is_ca":true},{"name":"Sang‐Uk Han","is_ca":true},{"name":"Sang Hyun Lee","is_ca":true},{"name":"Thomas J. Armstrong","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1650457498091159,"gpt":0.5322277745799923,"spread":0.3671820247708764,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004269148,0.0006912305,0.0004211862,0.001246644,0.0003745567,0.0007581399,0.0007367255,0.0008723671,0.002491017],"category_scores_gemma":[0.001276336,0.0003165588,0.0003770852,0.0004922121,0.0002111412,0.0004451688,0.0006072726,0.0002696213,0.0007621436],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002225848,"about_ca_system_score_gemma":0.0005225983,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003984542,"about_ca_topic_score_gemma":0.01091254,"domain_scores_codex":[0.9994843,0.00009220087,0.00001895913,0.00009614512,0.0002532978,0.0000551085],"domain_scores_gemma":[0.999263,0.0001697037,0.00007403729,0.00007985835,0.0003442576,0.00006914658],"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":[0.001384134,0.001161486,0.09577966,0.0006312055,0.0001330987,0.001467695,0.001202563,0.06087725,0.2862499,0.0008728315,0.002730488,0.5475097],"study_design_scores_gemma":[0.00008295573,0.001412358,0.1659521,0.0001169924,0.0001082711,0.0009673415,0.00152045,0.7830429,0.04064406,0.001417005,0.004636648,0.00009899097],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5441859,0.0001752124,0.4475616,0.0001937702,0.00008227099,0.0002894661,0.0005569214,0.00100679,0.005948057],"genre_scores_gemma":[0.9264867,0.0001286039,0.07057506,0.0000468616,0.00002155135,0.0001206144,0.0004422278,0.00003800705,0.002140275],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003984542,"threshold_uncertainty_score":0.008333325,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2134545418","doi":"10.1061/9780784413517.163","title":"Analyzing Scaffolding Needs for Industrial Construction Sites Using Historical Data","year":2014,"lang":"en","type":"article","venue":"Construction Research Congress 2014","topic":"Construction Engineering and Safety","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Canadian Natural Resources; PCL Construction (Canada); University of Alberta","funders":"","keywords":"Scaffold; Work (physics); Computer science; Oil refinery; Estimation; Transport engineering; Engineering; Systems engineering; Database; Mechanical engineering","authors":[{"name":"Lingzi Wu","is_ca":true},{"name":"Yasser Mohamed","is_ca":true},{"name":"Hosein Taghaddos","is_ca":true},{"name":"Rick Hermann","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1558429044429643,"gpt":0.3393572087713236,"spread":0.1835143043283594,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001562054,0.0003438947,0.0002892488,0.004694603,0.0003723835,0.0007167288,0.0005749802,0.0005401511,0.0009805214],"category_scores_gemma":[0.006482875,0.0002316197,0.0003635494,0.005307992,0.0002562966,0.001136675,0.000523886,0.0003932257,0.0004184126],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000759689,"about_ca_system_score_gemma":0.0004630265,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01498838,"about_ca_topic_score_gemma":0.04010938,"domain_scores_codex":[0.9990531,0.000206159,0.0001615224,0.000203349,0.0002944439,0.00008158504],"domain_scores_gemma":[0.9915805,0.003799585,0.0018782,0.0007288175,0.001650283,0.0003625691],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008326188,0.0001871342,0.9702974,0.000104574,0.00005498463,0.0001500981,0.0009084084,0.007067381,0.000941809,0.0001900021,0.0006360501,0.01937883],"study_design_scores_gemma":[0.000004082694,0.0001457816,0.9811409,0.00002789828,0.00002394181,0.00009932098,0.001880303,0.01404525,0.0008952436,0.0001230199,0.001597136,0.00001725334],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945176,0.00005426133,0.001184339,0.00002695978,0.000002245798,0.00003162235,0.003488031,0.00002506102,0.0006698729],"genre_scores_gemma":[0.9846092,0.0001104389,0.005001526,0.000005084059,0.000005298952,0.00007566702,0.009741883,0.00001037291,0.0004405425],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01498838,"threshold_uncertainty_score":0.02980232,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2331792237","doi":"10.1061/9780784413517.086","title":"Data-driven Approaches to Discovering Knowledge Gaps Related to Factors Affecting Construction Labor Productivity","year":2014,"lang":"en","type":"article","venue":"Construction Research Congress 2014","topic":"Construction Project Management and Performance","field":"Decision Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Natural Sciences and Engineering Research Council of Canada; University of Alberta","funders":"","keywords":"Productivity; Computer science; Knowledge worker; Data science; Knowledge management; Industrial organization; Business; Engineering; Work (physics); Economics; Economic growth","authors":[{"name":"Abraham Assefa Tsehayae","is_ca":true},{"name":"Aminah Robinson Fayek","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.3601126053673347,"gpt":0.4433819547145444,"spread":0.0832693493472097,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0617265,0.001760417,0.002656222,0.02635624,0.001683581,0.009682188,0.004617743,0.002543025,0.001976914],"category_scores_gemma":[0.1955881,0.001331622,0.002141188,0.01842674,0.002362393,0.006743291,0.005114806,0.002644562,0.0005167784],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004723688,"about_ca_system_score_gemma":0.008685756,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007868874,"about_ca_topic_score_gemma":0.009955134,"domain_scores_codex":[0.9420834,0.03583515,0.00711638,0.004972781,0.009151322,0.0008410376],"domain_scores_gemma":[0.5856233,0.3539096,0.01579039,0.01692947,0.02637588,0.001371429],"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":[0.0009999364,0.002105291,0.1313014,0.01726536,0.001954369,0.002067862,0.0298637,0.05580557,0.006933256,0.07271785,0.005526707,0.6734587],"study_design_scores_gemma":[0.0004648024,0.001361431,0.06533971,0.01081848,0.00153398,0.001355692,0.08197591,0.285862,0.02115522,0.4602151,0.0691909,0.000726815],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1422473,0.003264469,0.8285782,0.004234244,0.0001315952,0.00340531,0.01038926,0.0005763859,0.007173249],"genre_scores_gemma":[0.3335633,0.001542869,0.6516148,0.0006500118,0.00007104024,0.004555436,0.007466387,0.00005308458,0.0004830906],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0617265,"threshold_uncertainty_score":0.3264448,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2149948328","doi":"10.1061/9780784413517.162","title":"Aircraft Sound Transmission in Homes Categorized by Typical Construction Type","year":2014,"lang":"en","type":"article","venue":"Construction Research Congress 2014","topic":"Noise Effects and Management","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Transport Canada; Pennsylvania State University; Georgia Institute of Technology; Federal Aviation Administration; National Aeronautics and Space Administration","keywords":"Flexibility (engineering); Noise (video); Sound energy; Transmission (telecommunications); Noise control; Sound (geography); Sound transmission class; Computer science; Range (aeronautics); Ambient noise level; Architectural engineering; Environmental science; Telecommunications; Engineering; Acoustics; Civil engineering; Noise reduction; Aerospace engineering","authors":[{"name":"Ashwin Thomas","is_ca":false},{"name":"Javier Irizarry","is_ca":false},{"name":"Erica E. Ryherd","is_ca":false},{"name":"Daniel Castro‐Lacouture","is_ca":false},{"name":"Rick Anthony Porter","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05154728580204013,"gpt":0.4340001374063372,"spread":0.382452851604297,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002864097,0.000244088,0.0002024815,0.0009551989,0.0002491643,0.0005105997,0.0002401231,0.0003152727,0.002751372],"category_scores_gemma":[0.001669856,0.000223884,0.0003130847,0.0005525566,0.0002602326,0.0003176214,0.0005153458,0.0001631539,0.0004578808],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000561628,"about_ca_system_score_gemma":0.0002134481,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02317192,"about_ca_topic_score_gemma":0.02758634,"domain_scores_codex":[0.9997419,0.00006521879,0.00001973751,0.00005471564,0.00005398383,0.00006438083],"domain_scores_gemma":[0.99914,0.0002991598,0.0001875337,0.00006034857,0.0002226653,0.00009021623],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006657092,0.0001353531,0.9759389,0.00003386077,0.00004762236,0.0004630141,0.0009047016,0.004423697,0.002723801,0.0002221111,0.0006036597,0.01383749],"study_design_scores_gemma":[0.00001161817,0.0003261355,0.9867888,0.00001508124,0.00003259065,0.0004528174,0.002770109,0.00807647,0.001082877,0.0001391602,0.0002898138,0.00001453704],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992025,0.0000225098,0.0001720408,0.000006748879,0.000001558931,0.000002622932,0.0001613062,0.000008491243,0.0004221899],"genre_scores_gemma":[0.9993686,0.00002369601,0.0001638962,0.000003807387,0.000001272868,0.000004170704,0.000189521,0.000003949015,0.0002409513],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02317192,"threshold_uncertainty_score":0.04607409,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2144574033","doi":"10.1061/9780784413517.148","title":"Spatially Constrained Scheduling with Multidirectional Singularity Functions","year":2014,"lang":"en","type":"article","venue":"Construction Research Congress 2014","topic":"BIM and Construction Integration","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"","keywords":"Singularity; Workspace; Scheduling (production processes); Computer science; Mathematical optimization; Schedule; Dimension (graph theory); Gravitational singularity; Mathematics; Artificial intelligence; Geometry; Mathematical analysis","authors":[{"name":"Gunnar Lucko","is_ca":true},{"name":"Hisham Said","is_ca":true},{"name":"Ahmed Bouferguène","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02023718732819968,"gpt":0.2708542371218359,"spread":0.2506170497936362,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005467992,0.0007612195,0.0005270052,0.0005102085,0.000400361,0.0007393136,0.0007085546,0.0004298132,0.002515341],"category_scores_gemma":[0.001274922,0.0003357252,0.0006930233,0.0007352924,0.0006401534,0.000873975,0.00114202,0.0006376457,0.0004622635],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008739812,"about_ca_system_score_gemma":0.001433424,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004117515,"about_ca_topic_score_gemma":0.003388928,"domain_scores_codex":[0.9997031,0.00008627418,0.00001993817,0.00004956956,0.00009392476,0.00004715386],"domain_scores_gemma":[0.9997048,0.0001195356,0.00004502637,0.00004030398,0.0000612164,0.00002908707],"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":[0.00005963317,0.00004539045,0.0003647954,0.00005177433,0.00001105567,0.0001158539,0.000129712,0.8828236,0.003991234,0.07008082,0.0005707985,0.04175528],"study_design_scores_gemma":[0.000009526317,0.00003385603,0.00008310845,0.000005232112,0.000003684155,0.00002328072,0.00002650726,0.9806804,0.001217023,0.01623102,0.001677928,0.000008314893],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02566144,0.0000545938,0.9698183,0.0000487958,0.00002402836,0.00004725624,0.00003753551,0.0001522107,0.004155794],"genre_scores_gemma":[0.533662,0.0002446102,0.459845,0.00003416603,0.00002398656,0.0001755332,0.0001507295,0.0001650326,0.00569889],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004117515,"threshold_uncertainty_score":0.008414686,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2146598542","doi":"10.1061/9780784413517.097","title":"Comparison of Methods Used for Detecting Unknown Structural Elements in Three-dimensional Point Clouds","year":2014,"lang":"en","type":"article","venue":"Construction Research Congress 2014","topic":"Image and Object Detection Techniques","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Waterloo","funders":"","keywords":"Point cloud; Computer science; Segmentation; Point (geometry); Focus (optics); Computer vision; Artificial intelligence; Orientation (vector space); Hough transform; Plane (geometry); Laser scanning; Reuse; Computer graphics (images); Laser; Image (mathematics); Engineering; Geometry; Mathematics; Optics","authors":[{"name":"Jamie Yeung","is_ca":true},{"name":"Mohammad Nahangi","is_ca":true},{"name":"Carl T. Haas","is_ca":true},{"name":"Scott Walbridge","is_ca":true},{"name":"Jeffrey West","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07365470892329591,"gpt":0.451207450400807,"spread":0.3775527414775111,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007450686,0.001577524,0.00157989,0.01276904,0.00114546,0.003494271,0.002349271,0.001679229,0.001590958],"category_scores_gemma":[0.01927027,0.0007414914,0.001824432,0.008125189,0.0008611435,0.002636788,0.00134406,0.0008365238,0.00112752],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001091509,"about_ca_system_score_gemma":0.001239302,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008250974,"about_ca_topic_score_gemma":0.01015879,"domain_scores_codex":[0.9904376,0.001466709,0.0008997199,0.0007911165,0.00604825,0.0003566697],"domain_scores_gemma":[0.9816663,0.01038405,0.0007896448,0.001504413,0.005419252,0.000236357],"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":[0.0009480233,0.0002543407,0.01391817,0.001578144,0.0009821731,0.0001972935,0.0008373229,0.03682363,0.02297094,0.004257012,0.003079848,0.9141531],"study_design_scores_gemma":[0.0001988481,0.0009545547,0.05458143,0.0006296785,0.0007249836,0.002614676,0.002452429,0.8161272,0.09247123,0.005555113,0.02321428,0.0004755161],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1137517,0.008119751,0.8649706,0.0003286898,0.0003850934,0.0006667964,0.0008295999,0.003505538,0.007442119],"genre_scores_gemma":[0.2389238,0.006744581,0.7489996,0.0001032056,0.00008799585,0.0003514977,0.001852601,0.000607929,0.002328754],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01276904,"threshold_uncertainty_score":0.03940344,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2323732138","doi":"10.1061/9780784413517.171","title":"Strategies for Optimizing Labor Resource Planning on Plant Shutdown and Turnaround","year":2014,"lang":"en","type":"article","venue":"Construction Research Congress 2014","topic":"Resource-Constrained Project Scheduling","field":"Decision Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"University of Alberta","funders":"","keywords":"Crew; Turnaround time; Duration (music); Operations management; Context (archaeology); Scheduling (production processes); Operations research; Computer science; Engineering; Aeronautics","authors":[{"name":"Ming-Fung Francis Siu","is_ca":true},{"name":"Ming Lu","is_ca":true},{"name":"Simaan AbouRizk","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1880992759569194,"gpt":0.452743687804996,"spread":0.2646444118480766,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00240178,0.001099825,0.001030702,0.001470349,0.0005600624,0.002211399,0.001115564,0.001094874,0.003433462],"category_scores_gemma":[0.004868471,0.0007243997,0.0005227104,0.001289873,0.0008213996,0.001395539,0.001073892,0.001050979,0.0002667163],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00243676,"about_ca_system_score_gemma":0.003947984,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01017547,"about_ca_topic_score_gemma":0.01297751,"domain_scores_codex":[0.9991448,0.000424633,0.00003022692,0.0001034485,0.000121805,0.0001750197],"domain_scores_gemma":[0.9986197,0.0008499813,0.0002248888,0.00004272532,0.0001438305,0.0001189256],"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":[0.00006002255,0.00007390917,0.0005988833,0.00007747033,0.00002865372,0.00004590521,0.00008726544,0.9611678,0.0009149694,0.01413022,0.0006171815,0.02219778],"study_design_scores_gemma":[0.00003088544,0.0001594189,0.0008525113,0.00005572984,0.00002575314,0.00001393625,0.0003184521,0.97974,0.000909694,0.01634702,0.00152548,0.00002117218],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1502569,0.001017191,0.8256034,0.001365093,0.00005299838,0.0008425675,0.0002704071,0.0002427643,0.02034868],"genre_scores_gemma":[0.8490273,0.0008820319,0.1462346,0.0001157268,0.00002206311,0.0004472935,0.000139114,0.00005419552,0.003077637],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01017547,"threshold_uncertainty_score":0.0202325,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2323988705","doi":"10.1061/9780784413517.053","title":"Mapping WASH Sustainability Frameworks to Legitimacy Theory","year":2014,"lang":"en","type":"article","venue":"Construction Research Congress 2014","topic":"Public-Private Partnership Projects","field":"Business, Management and Accounting","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Sustainability; Legitimacy; Sustainability organizations; Agency (philosophy); Sanitation; Work (physics); Sustainable development; Business; Social sustainability; Environmental resource management; Environmental planning; Environmental economics; Process management; Management science; Political science; Engineering; Sociology; Politics; Economics; Environmental engineering; Geography; Social science; Ecology; Law","authors":[{"name":"Jessica Kaminsky","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03981649760522315,"gpt":0.340928394652271,"spread":0.3011118970470479,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01139349,0.0008150999,0.000774427,0.01436359,0.004634814,0.01265223,0.001635602,0.002438618,0.006872726],"category_scores_gemma":[0.02388001,0.000470933,0.0009415999,0.01195309,0.03689783,0.01497264,0.008894789,0.003326509,0.0004037308],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01498907,"about_ca_system_score_gemma":0.008768066,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005691892,"about_ca_topic_score_gemma":0.005612577,"domain_scores_codex":[0.9856507,0.00844367,0.0006098125,0.0008025615,0.003524358,0.0009688608],"domain_scores_gemma":[0.9801862,0.01374137,0.002277588,0.001646105,0.001580532,0.0005682381],"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":[0.000001860358,0.0000107153,0.0007450259,0.00005132037,0.000003768351,0.00001774825,0.001097437,0.0006295677,0.00001609791,0.9903581,0.0002880167,0.006780356],"study_design_scores_gemma":[0.000006267238,0.00001273051,0.001585584,0.0003495658,0.000007465327,0.00005075977,0.004858403,0.002404029,0.0001092514,0.9595271,0.03107481,0.0000140036],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.09362833,0.009520136,0.2713949,0.0266604,0.0002667855,0.0002636029,0.0002423263,0.0002111413,0.5978124],"genre_scores_gemma":[0.9703116,0.002592452,0.02319838,0.0003770497,0.00009026082,0.0001980846,0.000117388,0.00004528572,0.00306955],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01498907,"threshold_uncertainty_score":0.1087538,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2324253937","doi":"10.1061/9780784413517.175","title":"Crew Cost and Productivity Performance Benchmarking Based on Commercial Cost Estimating Databases","year":2014,"lang":"en","type":"article","venue":"Construction Research Congress 2014","topic":"BIM and Construction Integration","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"Drainage Services Department; National Science Council","keywords":"Benchmarking; Crew; Productivity; Computer science; Production (economics); Database; Operations research; Business; Engineering; Aeronautics; Marketing","authors":[{"name":"Ming Lü","is_ca":true},{"name":"Chang Liu","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04578847942345049,"gpt":0.3160748657564514,"spread":0.2702863863330009,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01115949,0.001133872,0.0008815994,0.008928887,0.0005787933,0.003923941,0.002213042,0.000820145,0.003505197],"category_scores_gemma":[0.04498556,0.0003727716,0.0006368455,0.01511234,0.0005492574,0.00399156,0.001942114,0.000726536,0.0009337518],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002324189,"about_ca_system_score_gemma":0.001938274,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01392508,"about_ca_topic_score_gemma":0.007891323,"domain_scores_codex":[0.9843264,0.005278581,0.001918205,0.001578268,0.006324546,0.0005739597],"domain_scores_gemma":[0.963904,0.01052645,0.003979174,0.00802989,0.01317109,0.0003892882],"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":[0.0007204721,0.0009942704,0.1171935,0.0009619,0.0003862328,0.0002179156,0.0009585781,0.153719,0.006360567,0.05230734,0.02355381,0.6426265],"study_design_scores_gemma":[0.0001103651,0.0007831793,0.2230551,0.0005590136,0.0002059983,0.0004915944,0.002600521,0.6756157,0.02176512,0.02172894,0.05283029,0.0002541313],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3568446,0.001607971,0.5647171,0.000784661,0.0001540392,0.0009748659,0.01732646,0.005380018,0.05221045],"genre_scores_gemma":[0.8511749,0.0004541599,0.127164,0.0000761917,0.00005925124,0.0007510806,0.01823778,0.0003196311,0.001763027],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01392508,"threshold_uncertainty_score":0.05901778,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2313587763","doi":"10.1061/9780784413517.229","title":"Evaluation of the Thermal and Structural Performance of Potential Energy Efficient Wall Systems for Mid-Rise Wood-Frame Buildings","year":2014,"lang":"en","type":"article","venue":"Construction Research Congress 2014","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"University of Alberta","funders":"","keywords":"Enclosure; Energy consumption; Efficient energy use; Environmental science; Heating system; Frame (networking); Full scale; Thermal comfort; Heat flux; Thermal resistance; Thermal; Architectural engineering; Engineering; Structural engineering; Mechanical engineering; Heat transfer; Meteorology; Electrical engineering","authors":[{"name":"Hadia Awad","is_ca":true},{"name":"Mustafa Gül","is_ca":true},{"name":"Hamid Zaman","is_ca":true},{"name":"Haitao Yu","is_ca":true},{"name":"Mohamed Al‐Hussein","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01607965026434497,"gpt":0.2642127872370175,"spread":0.2481331369726725,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006389052,0.0006055222,0.0004814351,0.0007659497,0.0003262563,0.0004379287,0.0005876346,0.0004449342,0.001163604],"category_scores_gemma":[0.0007849868,0.0002177106,0.0004206999,0.0004008351,0.0002651173,0.000605931,0.0003727601,0.0002400651,0.0002596257],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003678672,"about_ca_system_score_gemma":0.0002165668,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006884922,"about_ca_topic_score_gemma":0.001722026,"domain_scores_codex":[0.9996669,0.00007213649,0.00002162275,0.00004255457,0.0001342489,0.00006254299],"domain_scores_gemma":[0.9996259,0.00008307921,0.00005969152,0.00005717355,0.0001260973,0.0000480238],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001723686,0.001121549,0.02445046,0.0006222515,0.00007734309,0.0004969373,0.0003978311,0.05049658,0.8519768,0.0006607589,0.0004771343,0.06749882],"study_design_scores_gemma":[0.0001961303,0.02372842,0.1298753,0.00005892361,0.0002545842,0.0004920947,0.0007813834,0.08316586,0.7564197,0.0002331701,0.004698091,0.00009640859],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968855,0.0001104502,0.002493883,0.000007191448,0.000006795428,0.0000295203,0.00005242296,0.00004021118,0.0003740146],"genre_scores_gemma":[0.9948761,0.00009565247,0.004329892,0.000003302977,0.000002357049,0.00002459332,0.0001104512,0.00001139302,0.0005463152],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001163604,"threshold_uncertainty_score":0.00389266,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2135762522","doi":"10.1061/9780784413517.143","title":"Emerging Project Procurement Trends in the Canadian Construction Industry","year":2014,"lang":"en","type":"article","venue":"Construction Research Congress 2014","topic":"Construction Project Management and Performance","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Positive Living North; Northern Alberta Institute of Technology; Alberta Environment and Protected Areas","funders":"","keywords":"Procurement; Business; Status quo; Popularity; Chief procurement officer; Likert scale; Work (physics); Construction industry; Marketing; Request for proposal; Knowledge management; Public relations; Engineering; Computer science; Economics; Construction engineering","authors":[{"name":"Faisal Manzoor Arain","is_ca":true},{"name":"Tim McFarlane","is_ca":true},{"name":"Don Mah","is_ca":true},{"name":"Mehdi Zahed","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2000385189290814,"gpt":0.4677526180129177,"spread":0.2677140990838363,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003990345,0.0002671156,0.0002754146,0.005268311,0.004941379,0.005154302,0.001805613,0.0006691499,0.004332467],"category_scores_gemma":[0.006629717,0.0002789374,0.0002824167,0.01369912,0.00215041,0.001359769,0.001762592,0.001063585,0.000396257],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.08020423,"about_ca_system_score_gemma":0.08692864,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9684979,"about_ca_topic_score_gemma":0.9877557,"domain_scores_codex":[0.9934846,0.000457762,0.000197854,0.0004099118,0.004006242,0.001443633],"domain_scores_gemma":[0.9881405,0.0009200476,0.0009975985,0.0001758502,0.008343273,0.001422832],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005274276,0.0002223218,0.4297391,0.001456906,0.0000651954,0.002262139,0.08796611,0.003203589,0.004561493,0.04290715,0.02689451,0.400194],"study_design_scores_gemma":[0.000007686721,0.0000932218,0.7136694,0.0003958091,0.00002484733,0.0004732426,0.133351,0.002125332,0.0006770401,0.0007693015,0.1483132,0.00009990486],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9170372,0.005933045,0.001356356,0.00758677,0.00006946812,0.00008986561,0.001055267,0.00005893227,0.06681313],"genre_scores_gemma":[0.9837924,0.005055375,0.001034721,0.0002619046,0.00001335129,0.00002249398,0.0004626777,0.00002034057,0.009336618],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08020423,"threshold_uncertainty_score":0.5819252,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2956030448","doi":"10.1061/9780784413517.153","title":"Assessment of the Effect of Changing Activities' Start Times on Cash-flow Parameters","year":2014,"lang":"en","type":"article","venue":"Construction Research Congress 2014","topic":"Construction Project Management and Performance","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Concordia University","funders":"","keywords":"Cash flow; Metric (unit); Flow (mathematics); Terminal value; Econometrics; Schedule; Cash flow forecasting; Computer science; Mathematics; Economics; Finance; Operations management","authors":[{"name":"Marwa H. Ahmed","is_ca":true},{"name":"Tarek Zayed","is_ca":true},{"name":"Ashraf Elazouni","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0719499347758235,"gpt":0.4218593350769602,"spread":0.3499094003011367,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004408774,0.0006783688,0.0004897742,0.001147326,0.0002939171,0.00141467,0.0006029073,0.0008133329,0.001616668],"category_scores_gemma":[0.01552787,0.0003406233,0.0007170164,0.001243544,0.0005177527,0.001208639,0.0004574166,0.0007062868,0.0001614642],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001345786,"about_ca_system_score_gemma":0.001172567,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005490722,"about_ca_topic_score_gemma":0.004024528,"domain_scores_codex":[0.9981496,0.0007445808,0.0001265703,0.0002132509,0.0005292592,0.0002366827],"domain_scores_gemma":[0.9843327,0.01200116,0.001671382,0.0007771628,0.001011988,0.0002056891],"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":[0.0002855914,0.0001294113,0.02008036,0.00008540202,0.00005535999,0.0001384096,0.00007362929,0.9592372,0.005865371,0.001482668,0.0001204679,0.0124461],"study_design_scores_gemma":[0.00002632339,0.000697105,0.02833734,0.00002776645,0.00008581058,0.00009176417,0.0002111177,0.9517382,0.01648533,0.001618337,0.0006191575,0.00006177399],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9429607,0.000197867,0.05202068,0.0001024282,0.00002145454,0.0001996525,0.0005582316,0.000146719,0.003792188],"genre_scores_gemma":[0.9957412,0.00006289128,0.003807787,0.000006399329,0.000001206508,0.00004047174,0.0001176351,0.000006347737,0.000216044],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005490722,"threshold_uncertainty_score":0.02331614,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2037581322","doi":"10.1061/9780784413517.131","title":"Microeconomics for Infrastructure Rehabilitation","year":2014,"lang":"en","type":"article","venue":"Construction Research Congress 2014","topic":"Housing Market and Economics","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Waterloo","funders":"","keywords":"Rehabilitation; Domain (mathematical analysis); Balance (ability); Perspective (graphical); Maximization; Computer science; Public infrastructure; Economics; Microeconomics; Management science","authors":[{"name":"Dina A. Saad","is_ca":true},{"name":"Tarek Hegazy","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02924819304248744,"gpt":0.2871177818609491,"spread":0.2578695888184616,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001166616,0.0007009282,0.0006685893,0.00135205,0.0008555158,0.002587337,0.0007216086,0.001538283,0.007564537],"category_scores_gemma":[0.003123246,0.0002834877,0.0008021929,0.00119146,0.003291584,0.002760498,0.001276366,0.002801508,0.000666552],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004012248,"about_ca_system_score_gemma":0.001578128,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004759081,"about_ca_topic_score_gemma":0.003201104,"domain_scores_codex":[0.999501,0.0002391033,0.00002077844,0.00006780306,0.0001206371,0.00005082086],"domain_scores_gemma":[0.998709,0.0007945492,0.0001515893,0.0001044461,0.0001704567,0.00007004353],"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":[0.000002783101,0.000010473,0.0002026426,0.00003438614,0.00001074016,0.00002463109,0.00002237523,0.01362006,0.00006343721,0.9801878,0.001848681,0.003971938],"study_design_scores_gemma":[0.000003827406,0.00000722397,0.0003613028,0.00003894479,0.000003986854,0.000023131,0.00005424276,0.01531892,0.00003591055,0.9687217,0.01542385,0.000006984293],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02991882,0.06261116,0.5063744,0.06931453,0.001732654,0.000201983,0.0008351173,0.0002366021,0.3287748],"genre_scores_gemma":[0.8565505,0.03686888,0.05213286,0.003528136,0.002108637,0.0003928313,0.0002879812,0.0001305733,0.04799971],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007564537,"threshold_uncertainty_score":0.02911097,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2169188219","doi":"10.1061/9780784413517.081","title":"Testing the Application of Google Fusion Tables as a Collaborative Productivity Database and Benchmarking System for the Construction Industry","year":2014,"lang":"en","type":"article","venue":"Construction Research Congress 2014","topic":"BIM and Construction Integration","field":"Engineering","cited_by":0,"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":"Google","keywords":"Benchmarking; Upload; Database; World Wide Web; Computer science; The Internet; Publication; Business","authors":[{"name":"Roman Titov","is_ca":true},{"name":"Chandana Siriwardana","is_ca":true},{"name":"Janaka Y. Ruwanpura","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02869109617607308,"gpt":0.2967472220150351,"spread":0.268056125838962,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01037394,0.0005836867,0.0005410404,0.002849202,0.0009357094,0.002395515,0.002096168,0.0009165686,0.001933722],"category_scores_gemma":[0.02023228,0.0003829525,0.0006716026,0.003709079,0.0007983312,0.003324614,0.002894855,0.0006387718,0.000708234],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001986327,"about_ca_system_score_gemma":0.003301448,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02721376,"about_ca_topic_score_gemma":0.01716124,"domain_scores_codex":[0.9921935,0.002849712,0.000859723,0.0009404806,0.002667304,0.0004892396],"domain_scores_gemma":[0.9866002,0.005188957,0.0006297501,0.003044819,0.003788651,0.000747612],"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":[0.006242301,0.008167597,0.2332825,0.001757064,0.0005283876,0.00176469,0.02032947,0.05117151,0.04072208,0.02097624,0.0300744,0.5849837],"study_design_scores_gemma":[0.001795854,0.01235407,0.3610242,0.0004489176,0.0005720384,0.00137906,0.02179102,0.4085737,0.07441755,0.008804228,0.1081227,0.0007166045],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9431812,0.0001254261,0.03187994,0.0004839956,0.0001394714,0.002001968,0.003903663,0.00776682,0.01051762],"genre_scores_gemma":[0.9021798,0.0001216825,0.08936819,0.00008640308,0.0000295075,0.0007088823,0.005224431,0.0003303656,0.001950675],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02721376,"threshold_uncertainty_score":0.05486327,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}