{"meta":{"query_hash":"2234c4cb0aa2","filters":{"venue":"Engineering Construction & Architectural Management"},"cohort_total":67,"direct_labels_cover":0,"predictions_cover":67,"exported":67,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/2234c4cb0aa2","api":"https://metacan.xera.ac/api/v1/cohort?venue=Engineering+Construction+%26+Architectural+Management"},"results":[{"id":"W1920168922","doi":"10.1108/09699981011074574","title":"Dynamic modeling of construction and demolition waste management processes","year":2010,"lang":"en","type":"article","venue":"Engineering Construction & Architectural Management","topic":"Recycled Aggregate Concrete Performance","field":"Engineering","cited_by":36,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Toronto Metropolitan University","funders":"U.S. Environmental Protection Agency","keywords":"Demolition waste; Demolition; Mainland China; Reuse; Construction waste; Construct (python library); Engineering; China; Computer science; Civil engineering; Waste management; Geography","score_opus":0.0025344250503433535,"score_gpt":0.1696511504399611,"score_spread":0.16711672538961775,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1920168922","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8614494,0.00014819362,0.13516933,0.000028890381,0.0009670243,0.0003523178,0.000005758033,0.0004269171,0.0014521759],"genre_scores_gemma":[0.8698325,0.00035023806,0.12966147,0.000002695772,0.000045286248,0.000045841618,0.000010881057,0.000035068446,0.000016026243],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99887437,0.00000701474,0.00036447422,0.0002627678,0.00019862676,0.00029277333],"domain_scores_gemma":[0.9995611,0.000018716619,0.000056670608,0.00023851915,0.00004442824,0.00008057282],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00008047873,0.0002557002,0.00020654431,0.0004027922,0.00007232687,0.00004231611,0.00013258558,0.00006443844,0.000015863043],"category_scores_gemma":[0.0000088416755,0.00026966567,0.000043986547,0.00032859846,0.0000911072,0.00021109798,0.00007588079,0.00028265183,0.000003741624],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000013300501,0.0000034535497,0.0001280601,0.0021523044,0.00014997428,0.0000063149937,0.00011860881,0.8015778,0.0081161875,0.0039715734,0.000001958924,0.18376043],"study_design_scores_gemma":[0.00044528407,0.000017754113,0.00046758397,0.00022985866,0.00006347132,0.00029423734,0.00024287768,0.9934384,0.0036228015,0.00060353876,0.00024904942,0.0003251272],"about_ca_topic_score_codex":0.0000036505303,"about_ca_topic_score_gemma":0.0000049235773,"teacher_disagreement_score":0.19186059,"about_ca_system_score_codex":0.000045073462,"about_ca_system_score_gemma":0.000004635957,"threshold_uncertainty_score":0.99997556},"labels":[],"label_agreement":null},{"id":"W1995059863","doi":"10.1108/ecam-03-2014-0039","title":"Contingency modelling for construction projects using fuzzy-set theory","year":2015,"lang":"en","type":"article","venue":"Engineering Construction & Architectural Management","topic":"Construction Project Management and Performance","field":"Decision Sciences","cited_by":75,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"","keywords":"Contingency; Fuzzy set; Set (abstract data type); Originality; Contingency theory; Novelty; Computer science; Contingency management; Operations research; Fuzzy logic; Management science; Engineering; Artificial intelligence; Knowledge management","score_opus":0.15690749292796488,"score_gpt":0.33596171052028806,"score_spread":0.17905421759232318,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1995059863","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.29277068,0.00008181733,0.69913,0.00013189821,0.0033523943,0.0010815731,0.0000138139485,0.00028738246,0.0031504382],"genre_scores_gemma":[0.6632998,0.000011286566,0.33540073,0.000043723405,0.0004161571,0.0001107575,0.000015155572,0.000039003764,0.0006633926],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9965679,0.00012274507,0.000941923,0.0007896056,0.000999602,0.00057822064],"domain_scores_gemma":[0.99816924,0.0002924559,0.0003781091,0.0005920268,0.00037093394,0.00019725534],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0024342805,0.00038730106,0.00040718322,0.0012404373,0.0003259067,0.00039236664,0.00052791793,0.00009066575,0.000064883425],"category_scores_gemma":[0.00034419194,0.0003466471,0.00018854972,0.001180259,0.00019261206,0.0006067815,0.00024583525,0.0002399383,0.000040649287],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00020149634,0.000012801716,0.0010912784,0.00009144055,0.00014488384,0.00000491877,0.00075018336,0.5261695,0.00018682284,0.12488831,0.00022849697,0.34622988],"study_design_scores_gemma":[0.0025191738,0.00017387529,0.00029577996,0.00012246963,0.00018986386,0.00043624922,0.0058034793,0.8424389,0.0010050132,0.09508918,0.05091793,0.0010080889],"about_ca_topic_score_codex":0.000020972695,"about_ca_topic_score_gemma":0.0000034314883,"teacher_disagreement_score":0.3705291,"about_ca_system_score_codex":0.00017207602,"about_ca_system_score_gemma":0.00007008228,"threshold_uncertainty_score":0.99989855},"labels":[],"label_agreement":null},{"id":"W1998279864","doi":"10.1108/09699981011038079","title":"A multi‐attribute ranking method for bridge management","year":2010,"lang":"en","type":"article","venue":"Engineering Construction & Architectural Management","topic":"Infrastructure Maintenance and Monitoring","field":"Engineering","cited_by":37,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"","keywords":"Analytic hierarchy process; Ranking (information retrieval); Computer science; Flexibility (engineering); Bridge (graph theory); Rank (graph theory); Asset management; Multiple-criteria decision analysis; Risk analysis (engineering); Decision support system; Operations research; Data mining; Management science; Engineering; Machine learning; Mathematics; Business","score_opus":0.0058518411594203484,"score_gpt":0.22961914591736426,"score_spread":0.22376730475794393,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1998279864","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.08384127,0.000036113644,0.9078658,0.000055485612,0.0057922965,0.00083966367,0.000016592543,0.0010099153,0.0005428184],"genre_scores_gemma":[0.42095956,0.00001300028,0.5782853,0.000019408775,0.00035463076,0.00020238588,0.000015784724,0.000057831676,0.00009213928],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9984672,0.00000931852,0.0003460919,0.00036806212,0.00019781638,0.00061152276],"domain_scores_gemma":[0.9994002,0.000047141057,0.000044365996,0.00036139306,0.000038782433,0.00010811048],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00023319121,0.0003615808,0.00025690557,0.00038203312,0.00014156107,0.00009165234,0.00026392745,0.00008288009,0.000022277278],"category_scores_gemma":[0.000013515173,0.00036903535,0.0001622164,0.0002624033,0.000033230877,0.00011793549,0.00009655648,0.00041822673,0.000010591058],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000027198155,0.0000131127545,0.0003119415,0.001101935,0.000656621,0.000036778765,0.00029309027,0.48362133,0.032426838,0.015632115,0.00040613767,0.4654729],"study_design_scores_gemma":[0.0057669114,0.00008124615,0.072675444,0.00042836092,0.00046561757,0.00084257044,0.0003271277,0.76092076,0.025728121,0.0013446781,0.12896961,0.0024495663],"about_ca_topic_score_codex":0.000005557225,"about_ca_topic_score_gemma":0.000005534156,"teacher_disagreement_score":0.46302333,"about_ca_system_score_codex":0.00008692703,"about_ca_system_score_gemma":0.0000032009311,"threshold_uncertainty_score":0.99987614},"labels":[],"label_agreement":null},{"id":"W2002705739","doi":"10.1108/09699980310489951","title":"The accuracy of housing forecasting in Australia","year":2003,"lang":"en","type":"article","venue":"Engineering Construction & Architectural Management","topic":"Housing Market and Economics","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Housing industry; Quarter (Canadian coin); Private sector; Consensus forecast; Demand forecasting; Business; Actuarial science; Finance; Economics; Operations research; Marketing; Econometrics; Engineering; Geography; Economic growth","score_opus":0.0272948032429649,"score_gpt":0.20434710586729982,"score_spread":0.1770523026243349,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2002705739","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97548366,0.00009075314,0.009664534,0.00006445986,0.00088966516,0.00018441858,0.0000026476587,0.00003435454,0.013585504],"genre_scores_gemma":[0.98683584,0.00005440647,0.01296191,0.000005342776,0.000028662957,0.000011341308,0.0000010498111,0.000014556254,0.0000869029],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99902225,0.000010360319,0.00049126986,0.00018849228,0.00002414639,0.00026345928],"domain_scores_gemma":[0.9995,0.00009435234,0.00018191102,0.00018683099,0.000006820926,0.00003011198],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004362221,0.00011588417,0.00017906637,0.00022593568,0.000076296594,0.0000528299,0.00012140038,0.000029679048,0.000036442936],"category_scores_gemma":[0.00013451261,0.000117297495,0.000064843625,0.00022171225,0.000047174453,0.000088687644,0.000036274552,0.0001293382,0.000014820227],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000025533162,0.000021139143,0.05206675,0.00018819998,0.000113664464,0.000008796068,0.00046605905,0.17263263,0.000049725084,0.6713935,0.000029355539,0.103004605],"study_design_scores_gemma":[0.00661718,0.0002341178,0.24326956,0.0008053427,0.00007629608,0.00039220054,0.0023932066,0.32155234,0.0026644787,0.23756455,0.18097423,0.0034564838],"about_ca_topic_score_codex":0.0000546696,"about_ca_topic_score_gemma":0.000020951735,"teacher_disagreement_score":0.43382898,"about_ca_system_score_codex":0.000085861386,"about_ca_system_score_gemma":0.0000035852224,"threshold_uncertainty_score":0.4783253},"labels":[],"label_agreement":null},{"id":"W2005733202","doi":"10.1108/09699981211237111","title":"Modelling industrial construction operations using a multi‐agent resource allocation framework","year":2012,"lang":"en","type":"article","venue":"Engineering Construction & Architectural Management","topic":"BIM and Construction Integration","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Modular design; Computer science; Resource allocation; Schedule; Scheduling (production processes); Process (computing); Set (abstract data type); Resource (disambiguation); Function (biology); Operations research; Industrial engineering; Mathematical optimization; Distributed computing; Engineering","score_opus":0.028777039970409566,"score_gpt":0.22301367396733698,"score_spread":0.19423663399692742,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2005733202","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.2706702,0.00019306905,0.72466725,0.000042439064,0.0029923345,0.00037873615,0.0000075709895,0.00068638945,0.00036199365],"genre_scores_gemma":[0.6709132,0.000020196312,0.32824025,0.000015013667,0.000645435,0.00006327151,0.000028315842,0.000046508223,0.000027760205],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99833864,0.000045713146,0.0005217738,0.0002849321,0.00029522605,0.00051369856],"domain_scores_gemma":[0.9993649,0.000034967623,0.000056089062,0.0003061022,0.000051368967,0.00018657248],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00018134859,0.00035803157,0.00022807419,0.00047909224,0.0002576102,0.00012856067,0.00014182158,0.00019824073,0.00008062667],"category_scores_gemma":[0.000020590265,0.0003917421,0.00011578434,0.0005343032,0.000088230074,0.000451307,0.00003910018,0.0005419047,0.000027986836],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008886999,0.000013192182,0.0003191959,0.000048688566,0.00012080807,7.9053007e-7,0.00033136795,0.9212713,0.00079758506,0.028331276,0.00001607317,0.048740823],"study_design_scores_gemma":[0.00046664913,0.000012941536,0.00018637894,0.00015080755,0.00010029065,0.00026478016,0.00071470864,0.99012935,0.0014196981,0.00013203346,0.005952293,0.00047008324],"about_ca_topic_score_codex":0.00002671179,"about_ca_topic_score_gemma":0.0000020410803,"teacher_disagreement_score":0.40024304,"about_ca_system_score_codex":0.0003349891,"about_ca_system_score_gemma":0.000013682784,"threshold_uncertainty_score":0.99985343},"labels":[],"label_agreement":null},{"id":"W2027536824","doi":"10.1108/09699980910988384","title":"Data acquisition from construction sites for tracking purposes","year":2009,"lang":"en","type":"article","venue":"Engineering Construction & Architectural Management","topic":"BIM and Construction Integration","field":"Engineering","cited_by":40,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"","keywords":"Computer science; Process (computing); Data acquisition; Identification (biology); Software; Tracking system; Data collection; Radio-frequency identification; Systems engineering; Real-time computing; Engineering; Artificial intelligence","score_opus":0.0157010747044208,"score_gpt":0.22204554246731106,"score_spread":0.20634446776289025,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2027536824","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.2698327,0.00042822552,0.72288907,0.00029585935,0.0028853442,0.0006960734,0.00028267506,0.0016759816,0.0010140586],"genre_scores_gemma":[0.82819295,0.000058183607,0.17031763,0.000047003577,0.0005486897,0.000047367394,0.00073458464,0.000032996842,0.000020562136],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986021,0.0000148307045,0.0004126244,0.00043689838,0.00020743941,0.00032608834],"domain_scores_gemma":[0.99923563,0.000057939145,0.000067204994,0.00050001784,0.0000540549,0.000085140266],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00009828598,0.0003071109,0.00022884471,0.0003057399,0.00014686282,0.000169123,0.00029195164,0.00009711722,0.00007942633],"category_scores_gemma":[0.00001779441,0.00032805357,0.00009061482,0.00026575514,0.000055920398,0.0005023865,0.00004053323,0.00020198645,0.000014473852],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003766417,0.00001118795,0.00015436743,0.00008768613,0.00018635973,0.0000031820134,0.00008347581,0.07114508,0.014090171,0.021940546,0.00046537,0.8917949],"study_design_scores_gemma":[0.002878878,0.0002145334,0.032849766,0.00043189243,0.0004935727,0.0005102226,0.0008448703,0.86651456,0.021669623,0.026474705,0.04514035,0.0019770525],"about_ca_topic_score_codex":0.0000046662763,"about_ca_topic_score_gemma":0.0000057883417,"teacher_disagreement_score":0.88981783,"about_ca_system_score_codex":0.00010381203,"about_ca_system_score_gemma":0.000006775977,"threshold_uncertainty_score":0.99991715},"labels":[],"label_agreement":null},{"id":"W2029178229","doi":"10.1108/09699980410558575","title":"Innovative 3D‐modelling for selecting and locating mobile cranes","year":2004,"lang":"en","type":"article","venue":"Engineering Construction & Architectural Management","topic":"BIM and Construction Integration","field":"Engineering","cited_by":30,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta; Concordia University","funders":"","keywords":"Lift (data mining); Animation; Computer science; Selection (genetic algorithm); Graphics; Industrial engineering; Engineering; Systems engineering; Data mining; Artificial intelligence; Computer graphics (images)","score_opus":0.005183567148387535,"score_gpt":0.18664152059786188,"score_spread":0.18145795344947435,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2029178229","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.31241375,0.00015053483,0.6856334,0.000024690342,0.00055053586,0.00037345104,0.0000030354895,0.0004845486,0.00036603978],"genre_scores_gemma":[0.75873095,0.000022749617,0.24087045,0.000010042486,0.00012343962,0.00018890467,0.000008739522,0.000029552266,0.000015196449],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99912095,0.00000520987,0.00027816618,0.000228688,0.00010686843,0.00026011813],"domain_scores_gemma":[0.9997015,0.000036406607,0.000039492148,0.00010452269,0.000069964386,0.00004809392],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008827689,0.00021203337,0.00015302536,0.0002668818,0.00014584654,0.00007222716,0.000062773215,0.000051386636,0.0000061741566],"category_scores_gemma":[0.000009176394,0.00022311824,0.00003694464,0.0003970111,0.00004495034,0.00014488822,0.00002255645,0.00018300032,0.0000023592672],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000052080154,0.0000022069273,0.00003213247,0.00018854464,0.00006408103,5.84822e-7,0.00028523535,0.8181872,0.0013558664,0.013574141,0.0000020524049,0.16630276],"study_design_scores_gemma":[0.0015132632,0.00010913508,0.000373562,0.00033237063,0.00006626293,0.0003638073,0.0012360711,0.9765406,0.009836389,0.0038145203,0.0050329487,0.0007810697],"about_ca_topic_score_codex":0.00000933753,"about_ca_topic_score_gemma":0.0000028366778,"teacher_disagreement_score":0.44631717,"about_ca_system_score_codex":0.00010586435,"about_ca_system_score_gemma":0.000007363343,"threshold_uncertainty_score":0.90984976},"labels":[],"label_agreement":null},{"id":"W2034659495","doi":"10.1108/ecam-02-2012-0015","title":"A case productivity model for automatic climbing system","year":2014,"lang":"en","type":"article","venue":"Engineering Construction & Architectural Management","topic":"BIM and Construction Integration","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"SNC-Lavalin (Canada); Concordia University","funders":"","keywords":"Productivity; Formwork; Bottleneck; Originality; Engineering; Scheduling (production processes); Benchmarking; Futures studies; Industrial engineering; Computer science; Operations research; Operations management; Civil engineering; Artificial intelligence; Business","score_opus":0.006901710517178255,"score_gpt":0.1804127465982569,"score_spread":0.17351103608107865,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2034659495","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.2752103,0.000018477813,0.72068936,0.000028858374,0.0012261644,0.00046712838,0.000006195561,0.0014863127,0.0008671861],"genre_scores_gemma":[0.8856649,0.0000012342341,0.11377282,0.000005289931,0.00018591453,0.00026189117,0.0000070364367,0.000040089817,0.00006081516],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989606,0.000016974494,0.00031613928,0.0002725325,0.00013554204,0.00029818734],"domain_scores_gemma":[0.9995339,0.000039611215,0.0000447322,0.00026742512,0.000037910606,0.0000764263],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00018790872,0.00024201916,0.00020310003,0.0002643431,0.00014321982,0.000070878894,0.00009007426,0.000056550783,0.000005176473],"category_scores_gemma":[0.000018131406,0.00024633438,0.00010105612,0.00018893069,0.000034270393,0.00013762563,0.000025825453,0.00015528407,0.000007827814],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000037079246,0.0000030806766,0.000010624275,0.00077315886,0.00006800174,0.000006942904,0.000109446846,0.69225943,0.00038477257,0.04364638,0.000026580301,0.26270786],"study_design_scores_gemma":[0.00034723437,0.000018341649,0.000055029806,0.0000877839,0.000057675174,0.0025560972,0.0001280005,0.99504256,0.0004769732,0.0003987178,0.00056247663,0.0002691284],"about_ca_topic_score_codex":0.000002888199,"about_ca_topic_score_gemma":0.0000045046418,"teacher_disagreement_score":0.6104546,"about_ca_system_score_codex":0.00015917531,"about_ca_system_score_gemma":0.0000047733774,"threshold_uncertainty_score":0.99999887},"labels":[],"label_agreement":null},{"id":"W2052242229","doi":"10.1108/ecam-08-2012-0082","title":"Cash flow modeling for construction projects","year":2014,"lang":"en","type":"article","venue":"Engineering Construction & Architectural Management","topic":"Financial Reporting and Valuation Research","field":"Business, Management and Accounting","cited_by":61,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"","keywords":"Cash flow; Cash flow forecasting; Payment; Business; Net present value; Terminal value; Risk analysis (engineering); Actuarial science; Finance; Computer science; Economics; Production (economics)","score_opus":0.022226904737769358,"score_gpt":0.23431931830700295,"score_spread":0.21209241356923358,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2052242229","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.29438242,0.000010757944,0.69867057,0.0004385627,0.0016048333,0.00082029135,0.0000015397045,0.0004633809,0.0036076359],"genre_scores_gemma":[0.8882069,0.000002229805,0.10989938,0.000117068244,0.0013362693,0.00020639725,0.000035210767,0.00004073039,0.00015582168],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99839,0.000010516568,0.0004073245,0.00040520445,0.00036519242,0.00042176177],"domain_scores_gemma":[0.99934787,0.00004623302,0.00014961846,0.00024346194,0.00018806387,0.00002476457],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006747085,0.00022311864,0.00020472921,0.0005512872,0.00028329281,0.0002499441,0.0001572255,0.000058649883,0.00003147411],"category_scores_gemma":[0.00038850625,0.00022179312,0.0001039428,0.00043215047,0.00004617829,0.00030717734,0.00011281689,0.00017346343,0.000039370512],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000038862516,0.000012055774,0.00042824625,0.0005323616,0.00004542704,0.0000022293887,0.000028853272,0.48513046,0.00038523506,0.078219436,0.00014903022,0.4350278],"study_design_scores_gemma":[0.00060053973,0.000019362746,0.0006719776,0.00007724883,0.00004699046,0.00002861557,0.000085674495,0.9728954,0.00011078028,0.004145451,0.021035654,0.00028231338],"about_ca_topic_score_codex":0.000065500506,"about_ca_topic_score_gemma":0.000008125796,"teacher_disagreement_score":0.59382445,"about_ca_system_score_codex":0.000060367085,"about_ca_system_score_gemma":0.000013990286,"threshold_uncertainty_score":0.90444607},"labels":[],"label_agreement":null},{"id":"W2057214931","doi":"10.1108/ecam-08-2012-0080","title":"Framework for enhanced progress tracking and control of linear projects","year":2014,"lang":"en","type":"article","venue":"Engineering Construction & Architectural Management","topic":"Construction Project Management and Performance","field":"Decision Sciences","cited_by":22,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Documentation; Schedule; Computer science; Scheduling (production processes); Project management; Control (management); Operations research; Systems engineering; Industrial engineering; Engineering; Operations management","score_opus":0.030307440907443615,"score_gpt":0.31211288880083515,"score_spread":0.2818054478933915,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2057214931","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.28763133,0.000043490916,0.7102838,0.0002518265,0.0006848131,0.0006840334,0.0000043749287,0.000093433475,0.00032291387],"genre_scores_gemma":[0.8137507,0.000007769467,0.1858883,0.00002904373,0.00014403806,0.00009112365,0.0000017746037,0.000013256408,0.00007402805],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99816144,0.00004917943,0.0005755639,0.00044152583,0.0004893751,0.00028292616],"domain_scores_gemma":[0.9986546,0.0005271933,0.00026287363,0.0003463662,0.00014304428,0.000065916625],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009469903,0.00020153313,0.0003177931,0.00056650164,0.00014828559,0.000114365976,0.000278701,0.000054819302,0.00003166634],"category_scores_gemma":[0.00045633808,0.00016776707,0.00010666576,0.00052725355,0.00016283117,0.00019522138,0.00009657096,0.00014458048,0.000004758504],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000095499716,0.000010161107,0.0025471528,0.00020068028,0.00008265579,3.6933162e-7,0.0003283763,0.006563367,0.00050104636,0.10563646,0.000009271565,0.884025],"study_design_scores_gemma":[0.008127341,0.0010597497,0.07347336,0.0009399332,0.00038163053,0.00013976824,0.0022830088,0.7235614,0.027690448,0.10831427,0.052101724,0.0019273713],"about_ca_topic_score_codex":0.0000018248451,"about_ca_topic_score_gemma":0.0000011412048,"teacher_disagreement_score":0.8820976,"about_ca_system_score_codex":0.00001738361,"about_ca_system_score_gemma":0.000007833723,"threshold_uncertainty_score":0.68413424},"labels":[],"label_agreement":null},{"id":"W2060277803","doi":"10.1108/09699980710760676","title":"Issues in the selection of fall prevention and arrest equipment","year":2007,"lang":"en","type":"article","venue":"Engineering Construction & Architectural Management","topic":"Occupational Health and Safety Research","field":"Health Professions","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Legislature; Selection (genetic algorithm); Variety (cybernetics); Risk analysis (engineering); Legislation; Originality; Operations management; Data collection; Production (economics); Engineering; Process management; Engineering management; Operations research; Computer science; Business; Psychology; Political science","score_opus":0.024097676815885084,"score_gpt":0.38656602290246583,"score_spread":0.36246834608658074,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2060277803","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97963625,0.00010182823,0.015704136,0.0008653302,0.00048923626,0.0011637196,0.0000017029683,0.000042317697,0.0019954967],"genre_scores_gemma":[0.99076504,0.00007038158,0.0087289605,0.00004155518,0.00013655734,0.0000834512,0.000008126153,0.0000071654354,0.00015874223],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.99876165,0.00011885436,0.00039263777,0.00014598249,0.00026763338,0.00031321353],"domain_scores_gemma":[0.99945545,0.000281736,0.000075303426,0.000100534635,0.000037937665,0.000049041642],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012545958,0.000088397435,0.000110923196,0.00027859065,0.00016325398,0.000005316879,0.00007989085,0.000044409666,0.000032752752],"category_scores_gemma":[0.000046992463,0.000068187845,0.000024427743,0.00031587755,0.000036147183,0.000051953168,0.000052109426,0.00032858373,0.0000065626846],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00047710538,0.00008248415,0.35434183,0.0025299005,0.00007653213,0.000009387322,0.0034780193,0.005517034,0.00064447505,0.06719777,0.00012870014,0.56551677],"study_design_scores_gemma":[0.00052348885,0.000097748205,0.99139273,0.00019696377,0.000007674472,0.000008341114,0.0010697776,0.0018322151,0.0000430821,0.0006904669,0.0040589445,0.00007858824],"about_ca_topic_score_codex":0.00018780725,"about_ca_topic_score_gemma":0.0002478739,"teacher_disagreement_score":0.63705087,"about_ca_system_score_codex":0.00009049077,"about_ca_system_score_gemma":0.000020956968,"threshold_uncertainty_score":0.27806196},"labels":[],"label_agreement":null},{"id":"W2060851341","doi":"10.1108/09699980610669705","title":"A knowledge‐based automated development permit approval process in the housing industry","year":2006,"lang":"en","type":"article","venue":"Engineering Construction & Architectural Management","topic":"BIM and Construction Integration","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Husky Energy (Canada); University of Alberta","funders":"","keywords":"Process (computing); Computer science; Context (archaeology); Productivity; Process management; Automation; Engineering management; Systems engineering; Risk analysis (engineering); Software engineering; Engineering; Business","score_opus":0.00657935767341986,"score_gpt":0.20934954724409463,"score_spread":0.20277018957067477,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2060851341","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96171993,0.00010289313,0.031308506,0.000074087715,0.00070211233,0.00042021938,0.0000016814511,0.0016344669,0.0040360824],"genre_scores_gemma":[0.98599976,9.395726e-7,0.013616146,0.000015124087,0.00012782862,0.00016891852,0.000019051522,0.00002960437,0.000022617998],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99885637,0.00002641568,0.00036490243,0.00022198589,0.00021690175,0.0003134546],"domain_scores_gemma":[0.99970454,0.000025968704,0.000036585785,0.00017099045,0.000028454682,0.000033465345],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014411149,0.00025282198,0.00014561693,0.00041892586,0.000108423774,0.00009847071,0.00018034638,0.000116368916,0.000020214608],"category_scores_gemma":[0.0000047433377,0.00021409537,0.00004867749,0.0006572888,0.000049936025,0.000102277154,0.000018126359,0.0004818624,0.000012513464],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000064395667,0.000021758708,0.0010523637,0.0002401737,0.000031951928,0.00001018997,0.00041095354,0.9171175,0.00023946071,0.0026940417,0.000064530424,0.07811067],"study_design_scores_gemma":[0.0008807595,0.000015742486,0.053357266,0.00023706953,0.00003222741,0.00017247497,0.0008738222,0.93524474,0.0027211097,0.00021629216,0.0056716376,0.00057684176],"about_ca_topic_score_codex":0.000010530658,"about_ca_topic_score_gemma":0.00002628718,"teacher_disagreement_score":0.07753383,"about_ca_system_score_codex":0.00016569693,"about_ca_system_score_gemma":0.00002529608,"threshold_uncertainty_score":0.87305564},"labels":[],"label_agreement":null},{"id":"W2071095200","doi":"10.1108/09699980910970851","title":"Integrating numerical tools in underground construction process","year":2009,"lang":"en","type":"article","venue":"Engineering Construction & Architectural Management","topic":"BIM and Construction Integration","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"","keywords":"Process (computing); Frame (networking); Reduction (mathematics); Computer science; Cost reduction; Pre-construction services; Construction management; Quality (philosophy); Excavation; Control (management); Industrial engineering; Project management; Construction engineering; Systems engineering; Engineering; Civil engineering; Project planning","score_opus":0.006681775821354997,"score_gpt":0.21145156237560617,"score_spread":0.20476978655425118,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2071095200","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5370835,0.00014580684,0.44549727,0.000317813,0.00212979,0.0005518401,0.0000051507595,0.0014814218,0.012787396],"genre_scores_gemma":[0.95914066,0.000022937833,0.040529825,0.00003758867,0.00014930328,0.000050625124,0.000017442484,0.00002617404,0.000025438218],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99853665,0.000022366012,0.0004886598,0.00031847126,0.00024553435,0.00038830898],"domain_scores_gemma":[0.999585,0.00003467769,0.000053829026,0.00020147313,0.000036341407,0.00008870094],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000097467775,0.0003187416,0.00025038634,0.0005139199,0.000080183,0.00014460883,0.00015413229,0.00009809694,0.000062427396],"category_scores_gemma":[0.000022596161,0.00032695424,0.000083862775,0.0007079753,0.00005550638,0.00039969914,0.000016072545,0.0004575996,0.000017368582],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000016313035,0.000012097777,0.00043589255,0.000087286135,0.000045351808,0.000011206327,0.00020172675,0.26651913,0.00094299787,0.074683726,0.0000208369,0.65702343],"study_design_scores_gemma":[0.0034435305,0.00031844215,0.06731626,0.0010064689,0.00013641262,0.0026079589,0.0045400583,0.8674334,0.0071707657,0.036746413,0.0064617223,0.00281854],"about_ca_topic_score_codex":0.000005546665,"about_ca_topic_score_gemma":0.00000573337,"teacher_disagreement_score":0.6542049,"about_ca_system_score_codex":0.00023808335,"about_ca_system_score_gemma":0.000011467719,"threshold_uncertainty_score":0.9999182},"labels":[],"label_agreement":null},{"id":"W2081367740","doi":"10.1108/09699981211192562","title":"New life‐cycle costing approach for infrastructure rehabilitation","year":2012,"lang":"en","type":"article","venue":"Engineering Construction & Architectural Management","topic":"Infrastructure Maintenance and Monitoring","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"","keywords":"Markov decision process; Life cycle costing; Markov chain; Process (computing); Activity-based costing; Computer science; Probabilistic logic; Rehabilitation; Operations research; Markov model; Originality; Risk analysis (engineering); Plan (archaeology); Markov process; Engineering; Operations management; Artificial intelligence; Business; Mathematics; Machine learning","score_opus":0.00324109585649292,"score_gpt":0.18569748785225487,"score_spread":0.18245639199576194,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2081367740","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.10804076,0.00020843875,0.8852044,0.00004244471,0.0030713829,0.0006705882,0.0000066601765,0.0008262,0.0019291427],"genre_scores_gemma":[0.5536943,0.000004778091,0.44524908,0.000013406986,0.00087866135,0.00007101644,0.00001817483,0.000042828007,0.000027761975],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99865127,0.000010434782,0.00031879178,0.0002232895,0.00018145726,0.00061476656],"domain_scores_gemma":[0.9993892,0.000073252406,0.000046561483,0.00023359786,0.00002992458,0.00022752136],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00014313539,0.00030141702,0.00021809556,0.00025513477,0.000108805514,0.00005504836,0.00014944361,0.000082689396,0.000027467997],"category_scores_gemma":[0.00006976917,0.00030148274,0.000114432405,0.00025826902,0.000027198712,0.00026488502,0.000050841492,0.00024664673,0.000004702956],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000013887877,0.000003456644,0.0008073967,0.00038583108,0.00011010265,2.716544e-7,0.0004714258,0.8255976,0.00082266435,0.0057446146,0.0007955982,0.16524716],"study_design_scores_gemma":[0.0039034502,0.00019883666,0.112817824,0.00037331687,0.00037505364,0.00028854737,0.002600983,0.78667945,0.0041333013,0.0035606278,0.08237328,0.0026953118],"about_ca_topic_score_codex":0.0000044788317,"about_ca_topic_score_gemma":2.1580917e-7,"teacher_disagreement_score":0.44565356,"about_ca_system_score_codex":0.00016554276,"about_ca_system_score_gemma":0.000008755975,"threshold_uncertainty_score":0.99994373},"labels":[],"label_agreement":null},{"id":"W2082743576","doi":"10.1108/eb021210","title":"Risk management trends in the construction industry: moving towards joint risk management","year":2002,"lang":"en","type":"article","venue":"Engineering Construction & Architectural Management","topic":"Occupational Health and Safety Research","field":"Health Professions","cited_by":99,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Enthusiasm; Risk management; China; Mainland China; Teamwork; Risk perception; Business; Work (physics); Public relations; Perception; Political science; Psychology; Finance; Engineering; Social psychology; Law","score_opus":0.035607113796057265,"score_gpt":0.33344826250794485,"score_spread":0.2978411487118876,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2082743576","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6495375,0.0006014682,0.031387918,0.005882305,0.0063238023,0.00717521,0.0001654866,0.0010078518,0.29791844],"genre_scores_gemma":[0.9419094,0.001529377,0.052293617,0.0002841517,0.00051126425,0.0012900573,0.00005937387,0.000062814106,0.0020599854],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.995367,0.0007217751,0.0010588879,0.0006869723,0.0009871275,0.0011782701],"domain_scores_gemma":[0.9984201,0.00022055929,0.00034465158,0.0007248257,0.0000625833,0.0002272783],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0015979379,0.00043278598,0.00037446097,0.001537121,0.0010932419,0.000059974358,0.00046678862,0.00023246801,0.0011597163],"category_scores_gemma":[0.000058710088,0.00035363686,0.00016765618,0.0016761866,0.0001388819,0.00017652563,0.00037531758,0.0026515857,0.0002148944],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007522234,0.00005598161,0.01994164,0.0006291567,0.00022115296,0.00006664382,0.0009964831,0.017527916,9.383933e-7,0.029871901,0.00085886964,0.9297541],"study_design_scores_gemma":[0.0029654878,0.00012518367,0.9050356,0.00048471583,0.0001857529,0.000071074304,0.005831753,0.033033118,0.0000035316832,0.0021779588,0.049468223,0.0006175936],"about_ca_topic_score_codex":0.000313289,"about_ca_topic_score_gemma":0.000047427497,"teacher_disagreement_score":0.9291365,"about_ca_system_score_codex":0.0005910508,"about_ca_system_score_gemma":0.000013874671,"threshold_uncertainty_score":0.9998916},"labels":[],"label_agreement":null},{"id":"W2085746308","doi":"10.1108/09699980610669679","title":"Internet‐based database management system for project control","year":2006,"lang":"en","type":"article","venue":"Engineering Construction & Architectural Management","topic":"Advanced Database Systems and Queries","field":"Computer Science","cited_by":23,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"","keywords":"Earned value management; Work breakdown structure; Project planning; Computer science; Schedule; Project management triangle; Project management; Integrated project delivery; Database; Procurement; Engineering management; Systems engineering; Project charter; Engineering","score_opus":0.007249666930738565,"score_gpt":0.2032218018514673,"score_spread":0.19597213492072874,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2085746308","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0016730608,0.00006865697,0.9935738,0.00010930673,0.0012755726,0.0014725099,0.00006334467,0.00084288,0.0009209074],"genre_scores_gemma":[0.3311184,0.0000012015544,0.6679106,0.000028226486,0.0001353286,0.00048370226,0.000064492415,0.000020260472,0.00023779637],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99835855,0.000029680172,0.00039594516,0.0005464126,0.0002631384,0.00040629256],"domain_scores_gemma":[0.9991226,0.000055711553,0.00011917615,0.00060905796,0.00004056758,0.00005283821],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00020052858,0.00027761835,0.00023267875,0.00039135505,0.00011067183,0.000101708676,0.00037048303,0.000027332148,0.0000020335638],"category_scores_gemma":[0.0000052012665,0.00025613338,0.0001130173,0.00031526847,0.000037116122,0.0002928906,0.00018131739,0.000094863026,0.00000830869],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000037973496,0.000019885952,0.000043091386,0.0014077696,0.00011358971,0.00005152658,0.000021837497,0.08178942,0.00027284378,0.8768984,0.0003963027,0.038947325],"study_design_scores_gemma":[0.0035917275,0.00010610956,0.0008169169,0.00068455224,0.000091339185,0.00018780673,0.00014471226,0.819985,0.0021115618,0.00021578588,0.1712619,0.00080262695],"about_ca_topic_score_codex":0.00006168861,"about_ca_topic_score_gemma":0.000005733704,"teacher_disagreement_score":0.87668264,"about_ca_system_score_codex":0.0001443726,"about_ca_system_score_gemma":0.000010265039,"threshold_uncertainty_score":0.9999891},"labels":[],"label_agreement":null},{"id":"W2102270393","doi":"10.1108/09699980310478412","title":"Photo‐net: an integrated system for controlling construction progress","year":2003,"lang":"en","type":"article","venue":"Engineering Construction & Architectural Management","topic":"BIM and Construction Integration","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Network for Business Sustainability","funders":"","keywords":"Computer science; Critical path method; Animation; Scheduling (production processes); Path (computing); Real-time computing; Systems engineering; Operating system; Computer graphics (images); Engineering","score_opus":0.00492735959806024,"score_gpt":0.18732480764713247,"score_spread":0.18239744804907224,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2102270393","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.1848154,0.00028074905,0.8034587,0.000024214329,0.0054047927,0.0013473792,0.00003430026,0.0024338728,0.0022006002],"genre_scores_gemma":[0.83929056,0.000011925518,0.15992649,0.000008176717,0.00016233433,0.00044550202,0.000052305222,0.00006556918,0.000037143516],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99836665,0.000045632692,0.0005315612,0.00039108814,0.00021759018,0.00044747526],"domain_scores_gemma":[0.9993299,0.000030287409,0.00008661664,0.00029668128,0.00010957508,0.00014691625],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00020702719,0.0003922768,0.00032737924,0.00044038292,0.00018482337,0.00015547125,0.00013328392,0.0001246746,0.000047566202],"category_scores_gemma":[0.000016370012,0.00039114582,0.0001436208,0.00038386398,0.000112138,0.00026162722,0.000011430092,0.00026111136,0.000010498011],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000066655084,0.000019119281,0.00025036559,0.0008262415,0.000441204,0.000007306679,0.00017205025,0.337538,0.004094727,0.24536765,0.000053447948,0.4111632],"study_design_scores_gemma":[0.005145491,0.00027690345,0.0008226752,0.00061886024,0.00037780934,0.0019817222,0.004494896,0.8758987,0.039437957,0.001369277,0.067648284,0.0019274033],"about_ca_topic_score_codex":0.0000049730756,"about_ca_topic_score_gemma":0.0000035511493,"teacher_disagreement_score":0.65447515,"about_ca_system_score_codex":0.00025957904,"about_ca_system_score_gemma":0.000016257036,"threshold_uncertainty_score":0.999854},"labels":[],"label_agreement":null},{"id":"W2530165229","doi":"10.1108/ecam-01-2015-0013","title":"Evaluation of automation levels for construction change management","year":2016,"lang":"en","type":"article","venue":"Engineering Construction & Architectural Management","topic":"Occupational Health and Safety Research","field":"Health Professions","cited_by":23,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Workflow; Automation; Computer science; Process (computing); Process management; Traceability; Change management (ITSM); Business process; Change order; Risk analysis (engineering); Project management; Systems engineering; Work in process; Engineering; Operations management; Software engineering; Business; Program management; Database","score_opus":0.12889166547744968,"score_gpt":0.42727956253963806,"score_spread":0.2983878970621884,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2530165229","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.41327107,0.00012777893,0.5567332,0.003019248,0.0050061964,0.01319118,0.00019305016,0.00046804617,0.0079902215],"genre_scores_gemma":[0.924966,0.00004365876,0.071225174,0.00004149318,0.00036097463,0.003094165,0.000032076223,0.000027392874,0.00020906489],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.99745655,0.00023729124,0.00063302804,0.00031777783,0.0008886533,0.0004666967],"domain_scores_gemma":[0.9985222,0.0003566981,0.00023357164,0.00027742784,0.00050145504,0.00010861441],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002025253,0.00017547533,0.00021063817,0.0005155331,0.0002917065,0.0000060699904,0.00013349502,0.000086691514,0.00034427232],"category_scores_gemma":[0.00016051054,0.00013737836,0.00007265072,0.00030678164,0.00007216754,0.00018332731,0.00008739032,0.00013348628,0.00004395917],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009013617,0.000012406083,0.0012382853,0.0010385973,0.00011120374,3.74996e-7,0.00015813738,0.00071730826,0.00046101544,0.04717651,0.000053754295,0.94894224],"study_design_scores_gemma":[0.010459523,0.00035128725,0.9024404,0.002177827,0.00049996166,0.000025015612,0.0009808376,0.044315185,0.0012478435,0.017154029,0.019649122,0.00069893966],"about_ca_topic_score_codex":0.000017349868,"about_ca_topic_score_gemma":0.0000070809583,"teacher_disagreement_score":0.9482433,"about_ca_system_score_codex":0.0005065622,"about_ca_system_score_gemma":0.0000652929,"threshold_uncertainty_score":0.56021273},"labels":[],"label_agreement":null},{"id":"W2555012946","doi":"10.1108/ecam-05-2014-0069","title":"Optimized scheduling and buffering of repetitive construction projects under uncertainty","year":2016,"lang":"en","type":"article","venue":"Engineering Construction & Architectural Management","topic":"Resource-Constrained Project Scheduling","field":"Decision Sciences","cited_by":56,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"","keywords":"Scheduling (production processes); Computer science; Construction management; Operations research; Industrial engineering; Systems engineering; Risk analysis (engineering); Engineering; Operations management; Business; Civil engineering","score_opus":0.030402780990002504,"score_gpt":0.2825019141844581,"score_spread":0.2520991331944556,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2555012946","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.62760276,0.0000470748,0.36987525,0.00047341976,0.0004892438,0.00041676732,0.000008101367,0.00014906417,0.0009383425],"genre_scores_gemma":[0.7374533,0.000027550188,0.2622936,0.000016580825,0.00007596381,0.000028641358,0.0000013114596,0.000020489675,0.000082556064],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9969283,0.00013738206,0.0008988943,0.0007684728,0.0008377741,0.0004292147],"domain_scores_gemma":[0.9979118,0.00087017287,0.0003758249,0.00051076064,0.00018854499,0.00014287853],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011891624,0.0003256588,0.00046408788,0.0009210047,0.00014795488,0.0001374441,0.0003408147,0.000089322304,0.00012278381],"category_scores_gemma":[0.00086811284,0.00022556471,0.0001487228,0.0007323535,0.0004722014,0.0002928905,0.00029620537,0.00021302722,0.000010836343],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00019900576,0.000014250431,0.0021090554,0.00010018368,0.0002381031,0.000014134201,0.00058077945,0.43529594,0.014894321,0.04376792,0.0000044591848,0.50278187],"study_design_scores_gemma":[0.031856496,0.0014465156,0.09185801,0.0075772814,0.0009950841,0.0076308823,0.053322624,0.5952608,0.09711899,0.09921881,0.0060792803,0.007635259],"about_ca_topic_score_codex":0.000019496392,"about_ca_topic_score_gemma":0.00000197586,"teacher_disagreement_score":0.4951466,"about_ca_system_score_codex":0.00012770682,"about_ca_system_score_gemma":0.000036760575,"threshold_uncertainty_score":0.9198262},"labels":[],"label_agreement":null},{"id":"W2579467647","doi":"10.1108/ecam-10-2015-0165","title":"A multi-dimensional joint confidence limit approach to mixed mode planning for round-the-clock projects","year":2017,"lang":"en","type":"article","venue":"Engineering Construction & Architectural Management","topic":"Risk and Safety Analysis","field":"Decision Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Schedule; Interdependence; Computer science; Workflow; Limit (mathematics); Operations research; Project planning; Time limit; Industrial engineering; Project management; Risk analysis (engineering); Reliability engineering; Systems engineering; Engineering","score_opus":0.12838311081123782,"score_gpt":0.3491864539085802,"score_spread":0.2208033430973424,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2579467647","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.17399973,0.000050687435,0.8213583,0.0020779613,0.0008821714,0.0009370755,0.000011964005,0.00010101226,0.00058108626],"genre_scores_gemma":[0.7043067,0.0000030077247,0.2944652,0.00007552962,0.000113900554,0.00016704219,0.0000048459674,0.000015140475,0.00084860175],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99738646,0.000059335696,0.0005765319,0.0006942894,0.00086286926,0.00042053877],"domain_scores_gemma":[0.998056,0.00028944542,0.0002682879,0.001050942,0.00015452446,0.00018079088],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011030524,0.00026406706,0.0003538064,0.00044423091,0.0010005506,0.0006762379,0.0009986886,0.000050502218,0.000012616843],"category_scores_gemma":[0.0011342085,0.00018236568,0.0002593575,0.00030155617,0.0001277159,0.00022706011,0.00042598663,0.00020739056,0.00002802904],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000057853536,0.000020245114,0.00017075239,0.000025231222,0.00014252772,0.0000044512412,0.0006198242,0.9285563,0.00054140534,0.0068947296,0.0003778278,0.062588856],"study_design_scores_gemma":[0.0006794751,0.00004983861,0.020510854,0.000071911185,0.00007831782,0.00007168476,0.0008295487,0.9697664,0.0003866834,0.0024316774,0.0047639,0.000359731],"about_ca_topic_score_codex":0.00007296552,"about_ca_topic_score_gemma":0.000014687089,"teacher_disagreement_score":0.530307,"about_ca_system_score_codex":0.00006897061,"about_ca_system_score_gemma":0.00002575054,"threshold_uncertainty_score":0.7695527},"labels":[],"label_agreement":null},{"id":"W2892260798","doi":"10.1108/ecam-04-2017-0068","title":"Quality cost of material procurement in construction projects","year":2018,"lang":"en","type":"article","venue":"Engineering Construction & Architectural Management","topic":"Construction Project Management and Performance","field":"Decision Sciences","cited_by":27,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"","keywords":"Procurement; Quality assurance; Quality (philosophy); Cost reduction; Process (computing); Operations management; Computer science; Business; Risk analysis (engineering); Process management; Engineering; Marketing","score_opus":0.05916172171760306,"score_gpt":0.3398656009049161,"score_spread":0.280703879187313,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2892260798","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9539533,0.00001149901,0.03229717,0.00024004084,0.0034978536,0.0012617029,0.00001620521,0.00015778258,0.008564391],"genre_scores_gemma":[0.96299475,0.0000102167005,0.03638029,0.000022994382,0.0002504453,0.00009183856,0.000008029255,0.000015703425,0.00022572571],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.99649096,0.00012920439,0.0012689595,0.00062056305,0.0010759033,0.00041439262],"domain_scores_gemma":[0.9985929,0.00010670653,0.00042516307,0.00057198625,0.00022627649,0.000076954624],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0016340117,0.00027768494,0.00040346064,0.001399385,0.00012235047,0.00014617502,0.000474448,0.00006788259,0.0006227775],"category_scores_gemma":[0.00021034185,0.0002442341,0.00011426832,0.0016438966,0.00038943448,0.00036045324,0.00027606526,0.00018521446,0.000059275822],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00036814675,0.000051826333,0.04175975,0.00021835302,0.00010530587,0.0000062330637,0.00075735775,0.0044660904,0.0029861736,0.05320098,0.00018845506,0.8958913],"study_design_scores_gemma":[0.008607486,0.00096212147,0.7334002,0.0007918314,0.00014748127,0.00056167727,0.008281144,0.046690986,0.06516518,0.022822272,0.109625384,0.002944223],"about_ca_topic_score_codex":0.00006230909,"about_ca_topic_score_gemma":0.00006298877,"teacher_disagreement_score":0.8929471,"about_ca_system_score_codex":0.00012557335,"about_ca_system_score_gemma":0.00003428826,"threshold_uncertainty_score":0.9959578},"labels":[],"label_agreement":null},{"id":"W2944277995","doi":"10.1108/ecam-05-2018-0217","title":"Multi-objective optimization for repetitive scheduling under uncertainty","year":2019,"lang":"en","type":"article","venue":"Engineering Construction & Architectural Management","topic":"Resource-Constrained Project Scheduling","field":"Decision Sciences","cited_by":51,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"","keywords":"Schedule; Computer science; Mathematical optimization; Duration (music); Scheduling (production processes); Fuzzy logic; Genetic algorithm; Reliability engineering; Mathematics; Engineering","score_opus":0.03050651757581384,"score_gpt":0.303171025998577,"score_spread":0.27266450842276313,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2944277995","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.28617522,0.000024693549,0.71039957,0.00025219208,0.0010380744,0.0011387977,0.000012715857,0.00020554692,0.00075319014],"genre_scores_gemma":[0.5370542,0.0000029083565,0.46234462,0.000055753706,0.00009037171,0.000075030905,0.000012807762,0.000025950201,0.00033837295],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99713564,0.00009188893,0.0006846149,0.0008815442,0.00073102704,0.00047526244],"domain_scores_gemma":[0.998025,0.00077748235,0.0002642904,0.00055109215,0.00026593384,0.00011621871],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0011538758,0.0003181984,0.00035921278,0.0007942283,0.00018384974,0.0002839768,0.00045025736,0.00009105472,0.0002675976],"category_scores_gemma":[0.00070370414,0.000278976,0.0002318761,0.00083810044,0.00009655113,0.00026580755,0.0001829494,0.00027651206,0.00007541415],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000059715385,0.000010676516,0.00039748722,0.00003415448,0.00010043712,0.00000181548,0.00031176026,0.9611736,0.0005875981,0.0051920707,0.000004283041,0.03212643],"study_design_scores_gemma":[0.0012959357,0.00007075221,0.0020264206,0.00008996367,0.0000337822,0.000052787578,0.0029650726,0.9909971,0.0003837079,0.0009998804,0.00070746517,0.00037717435],"about_ca_topic_score_codex":0.000012149704,"about_ca_topic_score_gemma":0.0000032227013,"teacher_disagreement_score":0.25087896,"about_ca_system_score_codex":0.00019745654,"about_ca_system_score_gemma":0.00003522651,"threshold_uncertainty_score":0.99996626},"labels":[],"label_agreement":null},{"id":"W2983521989","doi":"10.1108/ecam-03-2019-0119","title":"The impact of digital transformation on formal and informal organizational structures of large architecture and engineering firms","year":2019,"lang":"en","type":"article","venue":"Engineering Construction & Architectural Management","topic":"BIM and Construction Integration","field":"Engineering","cited_by":68,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Knowledge management; Organizational structure; Informal organization; Perspective (graphical); Social network analysis; Architecture; Organizational network analysis; Digital transformation; Business; Computer science; Organizational learning; Social media; Management; World Wide Web","score_opus":0.0017285913169389174,"score_gpt":0.17155000174461318,"score_spread":0.16982141042767426,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2983521989","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9650341,0.000086299224,0.033608902,0.000020169426,0.0002849849,0.00028261967,0.000038994036,0.00010738729,0.00053654064],"genre_scores_gemma":[0.99856627,0.000036555302,0.0013045452,0.0000018664309,0.000031447667,0.000007677454,0.00002329998,0.00001840846,0.0000099257395],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99918026,0.000004903316,0.0003175222,0.00010816214,0.00017618356,0.0002129579],"domain_scores_gemma":[0.9996815,0.00005420618,0.000058130467,0.00012302173,0.00003487242,0.00004831627],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000668686,0.00019674734,0.00016225444,0.00023675214,0.00006556996,0.000057739497,0.00007715053,0.00005393991,0.000019791474],"category_scores_gemma":[0.000010986454,0.00014294659,0.0000646127,0.00020129702,0.00004949772,0.00026915834,0.000032583615,0.00018386368,0.0000011705273],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000064549706,0.0000056365993,0.0028802431,0.0004147476,0.00027161572,3.5723815e-7,0.0008527005,0.7510681,0.002270768,0.07467849,0.0000052549226,0.16748755],"study_design_scores_gemma":[0.0025029832,0.00047351085,0.36316258,0.00026704025,0.00007308266,0.00045144337,0.00095052685,0.62267745,0.0058417898,0.0017302933,0.001113037,0.0007562649],"about_ca_topic_score_codex":0.000002659761,"about_ca_topic_score_gemma":9.6479e-7,"teacher_disagreement_score":0.36028233,"about_ca_system_score_codex":0.000029424384,"about_ca_system_score_gemma":0.0000067410447,"threshold_uncertainty_score":0.5829193},"labels":[],"label_agreement":null},{"id":"W3009200285","doi":"10.1108/ecam-04-2019-0222","title":"Revolutionising cost structure for integrated project delivery: a BIM-based solution","year":2020,"lang":"en","type":"article","venue":"Engineering Construction & Architectural Management","topic":"BIM and Construction Integration","field":"Engineering","cited_by":62,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"","keywords":"Cost estimate; Activity-based costing; Integrated project delivery; Building information modeling; Computer science; Estimation; Risk analysis (engineering); Work breakdown structure; Profit (economics); Project management; Reliability engineering; Systems engineering; Operations research; Operations management; Project planning; Engineering; Business; Scheduling (production processes)","score_opus":0.011215618689256033,"score_gpt":0.1998241615331839,"score_spread":0.1886085428439279,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3009200285","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.03898685,0.00015739181,0.9556192,0.0005139342,0.001363958,0.0013839334,0.000109786175,0.0015421716,0.00032274038],"genre_scores_gemma":[0.8197186,0.000013936408,0.1794609,0.000099656456,0.00027238892,0.00019274028,0.00017430792,0.000055843775,0.00001161039],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986742,0.000021504185,0.00037882267,0.00035162413,0.00020319576,0.00037066228],"domain_scores_gemma":[0.9995303,0.000033645247,0.00006179451,0.00017519013,0.00008968608,0.0001093582],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000059757087,0.0003343855,0.00023406606,0.00031429928,0.0001696827,0.00010933976,0.00015314133,0.000105589,0.00006543418],"category_scores_gemma":[0.000028941962,0.00033914082,0.00013774614,0.000613457,0.00006464814,0.00017154275,0.000025845327,0.00029813874,0.000007739296],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009676686,0.000006076346,0.000068864145,0.0005352798,0.00016857087,0.000003051595,0.00015162647,0.62158614,0.009522766,0.013161039,0.0011267182,0.3535731],"study_design_scores_gemma":[0.0009913193,0.000071857394,0.00034205546,0.00009307252,0.00008419874,0.00004548817,0.00017875624,0.94675606,0.0050285747,0.00029144218,0.045661032,0.00045612507],"about_ca_topic_score_codex":0.000011670112,"about_ca_topic_score_gemma":0.000010044453,"teacher_disagreement_score":0.78073174,"about_ca_system_score_codex":0.00023638188,"about_ca_system_score_gemma":0.000038908704,"threshold_uncertainty_score":0.99990606},"labels":[],"label_agreement":null},{"id":"W3029097617","doi":"10.1108/ecam-01-2020-0017","title":"BIM-based life-cycle environmental assessment of prefabricated buildings","year":2020,"lang":"en","type":"article","venue":"Engineering Construction & Architectural Management","topic":"BIM and Construction Integration","field":"Engineering","cited_by":73,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Prefabrication; Building information modeling; Resource consumption; Life-cycle assessment; Apartment; Environmental impact assessment; Architectural engineering; Resource (disambiguation); Engineering; Construction engineering; Civil engineering; Environmental resource management; Computer science; Environmental science; Operations management; Production (economics)","score_opus":0.004704900180745781,"score_gpt":0.1798748500605162,"score_spread":0.17516994987977041,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3029097617","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.49150485,0.0000780171,0.50565326,0.0002457095,0.00049998175,0.00029570388,0.000018635954,0.0006398099,0.0010640296],"genre_scores_gemma":[0.9322077,0.000015198208,0.067543805,0.000056543206,0.00007897252,0.000038285074,0.00002311728,0.000031895113,0.000004474771],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99893624,0.000014825553,0.0003624762,0.0002329298,0.00024147876,0.00021206403],"domain_scores_gemma":[0.9995995,0.000020262685,0.000061880004,0.00016209407,0.000011130433,0.00014512234],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00004540233,0.00022415144,0.00020347393,0.0001894602,0.000045177618,0.000028257129,0.00014454991,0.000051904164,0.00018791041],"category_scores_gemma":[0.0000072479743,0.00023508182,0.00009989167,0.00028897697,0.00006549358,0.00009329761,0.000037888032,0.00021238739,0.000010845333],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000115141975,0.000011168251,0.0011859817,0.00022647619,0.00014946786,0.0000023893847,0.000064673695,0.8988245,0.016703,0.0068738894,0.000043659868,0.07590326],"study_design_scores_gemma":[0.00074697705,0.000071316674,0.020066964,0.000052614556,0.00006645864,0.000017277544,0.00010900057,0.96784526,0.006713749,0.00010166461,0.003849934,0.0003587776],"about_ca_topic_score_codex":0.0000034742081,"about_ca_topic_score_gemma":2.802019e-7,"teacher_disagreement_score":0.4407029,"about_ca_system_score_codex":0.00008736425,"about_ca_system_score_gemma":0.0000099545005,"threshold_uncertainty_score":0.95863587},"labels":[],"label_agreement":null},{"id":"W3037746521","doi":"10.1108/ecam-06-2019-0314","title":"Exploring and verifying BIM-based energy simulation for building operations","year":2020,"lang":"en","type":"article","venue":"Engineering Construction & Architectural Management","topic":"BIM and Construction Integration","field":"Engineering","cited_by":46,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Interoperability; Building information modeling; Energy consumption; Unavailability; Simulation software; Computer science; Process (computing); Systems engineering; Schedule; Building energy simulation; Energy modeling; Software; Reliability engineering; Simulation; Engineering; Energy performance; Operating system","score_opus":0.03669529932917424,"score_gpt":0.21118488170000682,"score_spread":0.1744895823708326,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3037746521","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.14482144,0.00008302219,0.8533016,0.0002049649,0.0006144459,0.0002373094,0.0000063555735,0.00063874514,0.00009213737],"genre_scores_gemma":[0.87227756,0.000023365701,0.12718278,0.000059454058,0.00019918826,0.00020757811,0.000015234171,0.000032216896,0.0000026529365],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992084,0.000008861491,0.00024857247,0.00022756068,0.00011029898,0.00019630035],"domain_scores_gemma":[0.99971014,0.000049725368,0.00001918545,0.00009424888,0.000030596457,0.00009611363],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00004103679,0.00019157749,0.00013531696,0.00019639549,0.00013478087,0.00009368713,0.00006376275,0.00003574447,0.000011688069],"category_scores_gemma":[0.000019511535,0.00021085568,0.000059614857,0.00023449863,0.000026714883,0.0002539347,0.000020725853,0.00010805322,0.0000013607927],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000127506455,0.0000011460392,0.000015385729,0.00012401328,0.000039248946,5.73301e-7,0.00007112415,0.8143005,0.0026483394,0.029926432,0.0000035805533,0.15285693],"study_design_scores_gemma":[0.00060569897,0.00002862042,0.00024434653,0.000044139197,0.000032093292,0.0000075443504,0.00008905851,0.98829985,0.0040024705,0.00012962695,0.0062854425,0.0002311136],"about_ca_topic_score_codex":0.000004185332,"about_ca_topic_score_gemma":0.0000019822146,"teacher_disagreement_score":0.7274561,"about_ca_system_score_codex":0.00005315552,"about_ca_system_score_gemma":0.0000048027287,"threshold_uncertainty_score":0.8598445},"labels":[],"label_agreement":null},{"id":"W3039556242","doi":"10.1108/ecam-01-2019-0069","title":"A decision support tool for planning module installation in industrial construction","year":2020,"lang":"en","type":"article","venue":"Engineering Construction & Architectural Management","topic":"BIM and Construction Integration","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"PCL Construction (Canada); University of Alberta","funders":"","keywords":"Plan (archaeology); Heuristic; Swing; Systems engineering; Engineering; Computer science; Industrial engineering; Operations research; Mechanical engineering","score_opus":0.015953008632236886,"score_gpt":0.2118610136929956,"score_spread":0.1959080050607587,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3039556242","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4254545,0.000035877056,0.57052743,0.00013738303,0.0018993665,0.0006693862,0.000015712545,0.0005799144,0.00068043906],"genre_scores_gemma":[0.903357,0.0000126853065,0.09598414,0.000040360967,0.00036768973,0.00013404725,0.00005278569,0.000040173865,0.000011078396],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986208,0.000014073823,0.0005202613,0.0003240543,0.00021504579,0.00030578315],"domain_scores_gemma":[0.9996208,0.000054626144,0.000060102488,0.00013871989,0.000034167224,0.0000915806],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00010920712,0.00026412582,0.00023503536,0.00038243816,0.00007315937,0.00008137844,0.00011653553,0.00012730485,0.000061454804],"category_scores_gemma":[0.000045637156,0.00029262828,0.000096004216,0.00047725948,0.000041386593,0.00026659126,0.000034845118,0.00030335443,0.000011474418],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008213044,0.000003426312,0.0010457711,0.000089910835,0.000045783752,0.0000038037588,0.00018498069,0.5607569,0.0008042082,0.0062483405,0.00014210188,0.4305926],"study_design_scores_gemma":[0.003943417,0.00017480833,0.0062875426,0.0002813292,0.00006521936,0.00016807955,0.0004939988,0.9583103,0.0024897184,0.0017192038,0.025208673,0.0008576748],"about_ca_topic_score_codex":0.0000026300513,"about_ca_topic_score_gemma":0.00000226492,"teacher_disagreement_score":0.47790256,"about_ca_system_score_codex":0.00015347192,"about_ca_system_score_gemma":0.000014194705,"threshold_uncertainty_score":0.9999526},"labels":[],"label_agreement":null},{"id":"W3042965572","doi":"10.1108/ecam-11-2019-0600","title":"The role of project management office in developing knowledge management infrastructure","year":2020,"lang":"en","type":"article","venue":"Engineering Construction & Architectural Management","topic":"Construction Project Management and Performance","field":"Decision Sciences","cited_by":32,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Upstream (networking); Business; Petroleum industry; Phase (matter); Knowledge management; Process management; Engineering management; Engineering; Computer science; Telecommunications","score_opus":0.021691872835161295,"score_gpt":0.2806626393875307,"score_spread":0.25897076655236945,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3042965572","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.55296874,0.0027100886,0.1213944,0.0046385177,0.006159074,0.009012373,0.000034927765,0.001193097,0.30188876],"genre_scores_gemma":[0.9457223,0.0004614869,0.05257232,0.000110590314,0.00013630038,0.00016393862,0.0000074021486,0.00003614751,0.0007895184],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9962999,0.00012174515,0.0012150666,0.00076501037,0.0010278622,0.000570394],"domain_scores_gemma":[0.99861395,0.00021767021,0.00032953886,0.0006382779,0.00010416598,0.00009641943],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009220967,0.00039907117,0.0003965913,0.001063083,0.00026555615,0.00025386157,0.001244225,0.00006115391,0.00005685763],"category_scores_gemma":[0.00006892363,0.0003013979,0.0001731856,0.0032129183,0.00017469224,0.0002815297,0.0009899804,0.00033588274,0.00007123167],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013936234,0.000012948029,0.0023699193,0.0002632923,0.00022171684,0.000016062113,0.0008320807,0.0149511965,0.000038996768,0.19392493,0.00047018542,0.7867593],"study_design_scores_gemma":[0.0016590349,0.00008344759,0.0572585,0.00024490175,0.000094791474,0.00005077027,0.011034723,0.044087864,0.00048230932,0.0064011877,0.8778206,0.0007818266],"about_ca_topic_score_codex":0.000009005141,"about_ca_topic_score_gemma":0.000014626277,"teacher_disagreement_score":0.87735045,"about_ca_system_score_codex":0.00014018503,"about_ca_system_score_gemma":0.000027145148,"threshold_uncertainty_score":0.9999438},"labels":[],"label_agreement":null},{"id":"W3045621045","doi":"10.1108/ecam-05-2020-0299","title":"Identifying enablers for coordination across construction supply chain processes: a systematic literature review","year":2020,"lang":"en","type":"article","venue":"Engineering Construction & Architectural Management","topic":"Construction Project Management and Performance","field":"Decision Sciences","cited_by":102,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Supply chain; Interdependence; Knowledge management; Process management; Computer science; Process (computing); Systematic review; Enabling; Stakeholder; Business","score_opus":0.039085118006271395,"score_gpt":0.3152694259803482,"score_spread":0.2761843079740768,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3045621045","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.031992175,0.01432321,0.9267219,0.009919878,0.0046270876,0.009860113,0.00013475561,0.0012092409,0.0012116727],"genre_scores_gemma":[0.8603834,0.006067504,0.1269387,0.0018590814,0.0009393809,0.0020210322,0.00018283444,0.000118714204,0.0014893321],"study_design_codex":"systematic_review","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9962414,0.00011124548,0.0012560476,0.00084735994,0.0010328211,0.00051114836],"domain_scores_gemma":[0.99798584,0.00032988048,0.00056255853,0.00046509318,0.00048383354,0.00017279589],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0014621518,0.00040741955,0.00064925564,0.0005104473,0.00038418567,0.00078561675,0.00064597477,0.000078302175,0.000091807364],"category_scores_gemma":[0.0014498625,0.00034549145,0.0002511985,0.0031007538,0.00011150063,0.000845944,0.00023218997,0.00028353205,0.000056108936],"study_design_candidate":"systematic_review","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00030934566,0.000046409674,0.0020482086,0.5728244,0.0009536055,0.000052003074,0.007157323,0.019548288,0.0006865217,0.040456887,0.0051982836,0.35071874],"study_design_scores_gemma":[0.014307554,0.0012010059,0.0035173267,0.27573687,0.0024926148,0.0037061921,0.039966676,0.4394508,0.0033515561,0.014041755,0.19420452,0.008023122],"about_ca_topic_score_codex":0.0000015878746,"about_ca_topic_score_gemma":0.000002573612,"teacher_disagreement_score":0.82839125,"about_ca_system_score_codex":0.00009924718,"about_ca_system_score_gemma":0.000027849617,"threshold_uncertainty_score":0.9998997},"labels":[],"label_agreement":null},{"id":"W3070075040","doi":"10.1108/ecam-10-2019-0590","title":"Optimized crew selection for scheduling of repetitive projects","year":2020,"lang":"en","type":"article","venue":"Engineering Construction & Architectural Management","topic":"Resource-Constrained Project Scheduling","field":"Decision Sciences","cited_by":18,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"","keywords":"Crew; Duration (music); Operations research; Crew scheduling; Float (project management); Computer science; Operations management; Scheduling (production processes); Engineering; Aeronautics; Systems engineering","score_opus":0.06415923892039745,"score_gpt":0.3106000499711349,"score_spread":0.24644081105073745,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3070075040","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.2564586,0.000035804744,0.73985434,0.0008750855,0.00035840078,0.0010526862,0.000010930101,0.00022682748,0.0011273519],"genre_scores_gemma":[0.5448115,0.0000033149608,0.45485267,0.00005408642,0.00014480676,0.00006603533,0.000004121671,0.000019802425,0.00004367896],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9972665,0.00008744148,0.0008542884,0.0006852844,0.0007425044,0.00036400775],"domain_scores_gemma":[0.9983958,0.00059528404,0.00034798868,0.00026861718,0.0002456583,0.00014666696],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009361425,0.00026205543,0.00043207823,0.0005469832,0.00013122744,0.00013766957,0.00041978352,0.00006842096,0.00008880627],"category_scores_gemma":[0.0020627931,0.0002323043,0.00025072793,0.0012247685,0.00010439282,0.00018727127,0.00015304571,0.00024443716,0.000013213377],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002974916,0.000012805506,0.00046151993,0.00021363696,0.00017295466,0.000003212758,0.001238178,0.8781381,0.005843398,0.00821845,0.000037089238,0.10536312],"study_design_scores_gemma":[0.002444295,0.00034905644,0.0011742408,0.00017217838,0.00011358462,0.000107079766,0.002924833,0.9667542,0.01999214,0.0014303947,0.003962459,0.0005755187],"about_ca_topic_score_codex":0.0000067140877,"about_ca_topic_score_gemma":5.134043e-7,"teacher_disagreement_score":0.28835288,"about_ca_system_score_codex":0.000057056328,"about_ca_system_score_gemma":0.000040402847,"threshold_uncertainty_score":0.9473095},"labels":[],"label_agreement":null},{"id":"W3091273865","doi":"10.1108/ecam-05-2020-0296","title":"A qualitative approach to investigate emergency preparedness state for the built environment in the UAE","year":2020,"lang":"en","type":"article","venue":"Engineering Construction & Architectural Management","topic":"Disaster Management and Resilience","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Preparedness; Documentation; Interview; Emergency management; Crisis management; Business; Content analysis; Public relations; Phase (matter); Political science; Process management; Computer science; Sociology","score_opus":0.04324240858889051,"score_gpt":0.3068025868429159,"score_spread":0.2635601782540254,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3091273865","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.44315222,0.0001665943,0.51240736,0.026221795,0.0009415354,0.005535528,0.000015211375,0.00020461611,0.011355132],"genre_scores_gemma":[0.9846697,0.000069486145,0.013491238,0.0003791034,0.00014261465,0.00068627053,0.0000042708157,0.000013498965,0.0005438608],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9986564,0.00014261472,0.0002325832,0.00029439194,0.00035749667,0.00031652127],"domain_scores_gemma":[0.9995724,0.00010118611,0.00005305856,0.00017595437,0.0000104407445,0.000086991626],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005905504,0.00014154465,0.00010601333,0.00007906789,0.00026736432,0.00007938344,0.00053041446,0.000015757652,0.000018079967],"category_scores_gemma":[0.000070731,0.000092959635,0.00006322303,0.00043137922,0.00014673348,0.000088491724,0.00012975813,0.00010896317,0.000011442272],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004397501,0.000027655722,0.000089151385,0.00013253967,0.000096546595,0.0000018182365,0.53342813,0.35365638,0.000053772368,0.057315256,0.0007711479,0.054383602],"study_design_scores_gemma":[0.0011883066,0.00020668664,0.01038265,0.00007869255,0.0001503571,0.0000034061968,0.58148456,0.056514595,0.000041064308,0.009951016,0.33902323,0.000975474],"about_ca_topic_score_codex":0.00013450117,"about_ca_topic_score_gemma":0.000051219908,"teacher_disagreement_score":0.54151744,"about_ca_system_score_codex":0.000053922664,"about_ca_system_score_gemma":0.000009013694,"threshold_uncertainty_score":0.3790784},"labels":[],"label_agreement":null},{"id":"W3108037149","doi":"10.1108/ecam-01-2020-0027","title":"An integrated BIM-based approach for cost estimation in construction projects","year":2020,"lang":"en","type":"article","venue":"Engineering Construction & Architectural Management","topic":"BIM and Construction Integration","field":"Engineering","cited_by":81,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"","keywords":"Cost estimate; Agile software development; Process (computing); Estimation; Building information modeling; Computer science; Systems engineering; Cost engineering; TRACE (psycholinguistics); Scheme (mathematics); Industrial engineering; Reliability engineering; Risk analysis (engineering); Engineering; Software engineering; Operations management","score_opus":0.011558966832562047,"score_gpt":0.2072388985586022,"score_spread":0.19567993172604015,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3108037149","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.07114941,0.000027260301,0.9253631,0.00012096235,0.0006258627,0.0012895254,0.000023705947,0.0010461155,0.00035401672],"genre_scores_gemma":[0.61495185,0.0000035918165,0.38436088,0.000036837664,0.00007485879,0.00036079134,0.00017528296,0.0000340821,0.0000018285302],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99865884,0.000029665965,0.00042553802,0.00038515282,0.00018385265,0.00031697843],"domain_scores_gemma":[0.99953896,0.000027628483,0.000058577756,0.00018977295,0.000053698037,0.00013134605],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00010479351,0.0003095963,0.00024099923,0.00045382636,0.000073368625,0.00010291836,0.00015140862,0.00010418351,0.00002202304],"category_scores_gemma":[0.000025720496,0.0003239896,0.00008101217,0.00070035865,0.000069471855,0.00027218598,0.00001266332,0.0002858934,0.0000047880885],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000045031393,0.000010322437,0.00020813111,0.000260264,0.00003389003,0.0000011706244,0.00012529625,0.7638572,0.000842048,0.008159918,0.000018214492,0.22643855],"study_design_scores_gemma":[0.0010398332,0.000078154815,0.00068354706,0.000051874566,0.000030921452,0.000035097757,0.00054507784,0.993652,0.002215853,0.00014682344,0.0011740011,0.00034685302],"about_ca_topic_score_codex":0.000010083473,"about_ca_topic_score_gemma":0.0000039790457,"teacher_disagreement_score":0.54380244,"about_ca_system_score_codex":0.00017883598,"about_ca_system_score_gemma":0.000021739985,"threshold_uncertainty_score":0.9999212},"labels":[],"label_agreement":null},{"id":"W3137485993","doi":"10.1108/ecam-11-2020-0919","title":"Thermal performance assessment of cool roofs on supermarkets through case analysis in 13 cities","year":2021,"lang":"en","type":"article","venue":"Engineering Construction & Architectural Management","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Roof; Air conditioning; Energy consumption; Architectural engineering; Environmental science; Environmental economics; Consumption (sociology); Green roof; Efficient energy use; Civil engineering; Business; Engineering; Mechanical engineering; Economics","score_opus":0.004897541253630504,"score_gpt":0.19859785075408648,"score_spread":0.19370030950045597,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3137485993","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.92342734,0.00006488257,0.07391304,0.000016483604,0.0003290322,0.000087057946,0.0000041534113,0.00015036782,0.0020076437],"genre_scores_gemma":[0.97981834,0.00006719728,0.01996854,0.000011475268,0.000027621325,0.000029428218,0.000021573385,0.00001861952,0.000037201888],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99916834,0.000022216573,0.00027389996,0.0001801906,0.00015926537,0.00019606976],"domain_scores_gemma":[0.9996734,0.000027519662,0.000028713732,0.00022100547,0.000022177583,0.000027156799],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007600048,0.00016837327,0.00021249904,0.00033030426,0.000041041934,0.000022564378,0.0000734945,0.000041721334,0.00006603247],"category_scores_gemma":[0.0000035935095,0.00017700731,0.00008560754,0.00074185384,0.000024934921,0.00010853112,0.00003996213,0.0001700662,4.183833e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000007181282,0.0000111443205,0.003581486,0.0001573494,0.00033881795,0.00011136693,0.00012357836,0.98224366,0.00022370771,0.0020151385,0.0000024900814,0.011184066],"study_design_scores_gemma":[0.00030610093,0.000018820445,0.050570585,0.00008574973,0.00009075026,0.00012878198,0.00012942584,0.94603866,0.002344095,0.000012724659,0.000074421805,0.00019987891],"about_ca_topic_score_codex":0.000018128045,"about_ca_topic_score_gemma":0.00002159484,"teacher_disagreement_score":0.056391004,"about_ca_system_score_codex":0.00008664233,"about_ca_system_score_gemma":0.0000071533473,"threshold_uncertainty_score":0.72181493},"labels":[],"label_agreement":null},{"id":"W3149191354","doi":"10.1046/j.1365-232x.2001.00198.x","title":"Construction claims management: towards an agent-based approach","year":2001,"lang":"en","type":"article","venue":"Engineering Construction & Architectural Management","topic":"Auction Theory and Applications","field":"Decision Sciences","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Engineering and Physical Sciences Research Council","keywords":"Computer science; Business; Process management","score_opus":0.03442545050934148,"score_gpt":0.29470781896006576,"score_spread":0.2602823684507243,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3149191354","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.17976841,0.000017455697,0.79971224,0.0004613973,0.001027386,0.0006218055,0.000010172771,0.0005535662,0.017827585],"genre_scores_gemma":[0.80101,0.00001421722,0.1972481,0.000113854185,0.00020665009,0.00017230568,0.000040920542,0.000030276435,0.0011636579],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9966737,0.00014188723,0.0007344147,0.0009062076,0.0010058256,0.0005379496],"domain_scores_gemma":[0.9983175,0.00008111878,0.00022477093,0.0009966424,0.00010478487,0.00027518068],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0010093732,0.00035391081,0.00029731973,0.0009510151,0.00042382765,0.00033053936,0.0007402081,0.00008570022,0.000523439],"category_scores_gemma":[0.00004106924,0.0003177804,0.00019403936,0.0016248442,0.0002476572,0.0003953828,0.00016221989,0.00027778425,0.00021324553],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000055984387,0.000059733295,0.0003398346,0.000030143014,0.00008206554,0.000013681278,0.00009157831,0.21852165,0.00010433989,0.22277704,0.00010298939,0.557821],"study_design_scores_gemma":[0.0050188713,0.0003147722,0.06984721,0.00014259735,0.00043308435,0.002194609,0.009694812,0.45951208,0.001682296,0.17934826,0.26891834,0.0028930735],"about_ca_topic_score_codex":0.000009383456,"about_ca_topic_score_gemma":0.0000016751108,"teacher_disagreement_score":0.6212416,"about_ca_system_score_codex":0.00013378679,"about_ca_system_score_gemma":0.000014996234,"threshold_uncertainty_score":0.9999274},"labels":[],"label_agreement":null},{"id":"W3160008510","doi":"10.1108/ecam-11-2020-0986","title":"A BIM-lean framework for digitalisation of premanufacturing phases in offsite construction","year":2021,"lang":"en","type":"article","venue":"Engineering Construction & Architectural Management","topic":"BIM and Construction Integration","field":"Engineering","cited_by":68,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Building information modeling; Context (archaeology); Lean construction; Procurement; Systems engineering; Engineering; Process management; Computer science; Modular design; Bidding; Construction engineering; Construction industry; Operations management; Business","score_opus":0.006971102520801377,"score_gpt":0.20443454892908347,"score_spread":0.1974634464082821,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3160008510","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.44194072,0.00014790946,0.5552277,0.000046190766,0.001323664,0.00032617216,0.000020821008,0.00028085467,0.0006859941],"genre_scores_gemma":[0.8158706,0.000042018662,0.18379681,0.0000074038103,0.000109125336,0.000080246646,0.00004364512,0.00002802028,0.00002214377],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99879754,0.000012343771,0.00048747522,0.00026852803,0.00017803734,0.000256083],"domain_scores_gemma":[0.9994928,0.00008967847,0.000077222634,0.00022227032,0.00006472838,0.00005325647],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00007682718,0.00022892284,0.00024940638,0.000424669,0.00004749441,0.00005246991,0.000086751556,0.00009173252,0.00005144293],"category_scores_gemma":[0.00004680368,0.00025682172,0.000120029385,0.00041988192,0.00006458787,0.00021067081,0.000028146178,0.0001942321,0.0000019862234],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000038938695,0.000021550053,0.00083928497,0.000698712,0.00018510285,0.0000068167265,0.00030158277,0.37149975,0.0039162966,0.19196793,0.000013753769,0.43051028],"study_design_scores_gemma":[0.0063303676,0.00026000384,0.027503597,0.0032413646,0.0004047321,0.0015086447,0.0056474754,0.2896184,0.51898676,0.12886946,0.014737547,0.0028916916],"about_ca_topic_score_codex":0.0000051172206,"about_ca_topic_score_gemma":0.000010309622,"teacher_disagreement_score":0.51507044,"about_ca_system_score_codex":0.00012273216,"about_ca_system_score_gemma":0.000013172409,"threshold_uncertainty_score":0.9999884},"labels":[],"label_agreement":null},{"id":"W3167143037","doi":"10.1108/ecam-12-2020-1019","title":"Optimized resource-constrained method for project schedule compression","year":2021,"lang":"en","type":"article","venue":"Engineering Construction & Architectural Management","topic":"Resource-Constrained Project Scheduling","field":"Decision Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"","keywords":"Computer science; Mathematical optimization; Schedule; Genetic algorithm; Scheduling (production processes); Python (programming language); Metaheuristic; Fuzzy logic; Algorithm; Mathematics; Artificial intelligence","score_opus":0.04989989109981235,"score_gpt":0.35927779783123515,"score_spread":0.3093779067314228,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3167143037","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.032112442,0.0001423221,0.95682037,0.0011913909,0.00096939603,0.0013776331,0.00004405001,0.00047134983,0.0068710465],"genre_scores_gemma":[0.065359905,0.000005866603,0.9327806,0.00014987474,0.0002744426,0.00023302979,0.000052192594,0.000057366735,0.00108667],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9952666,0.00037627906,0.0011750858,0.0012395591,0.0011973162,0.0007451483],"domain_scores_gemma":[0.9963659,0.0018069202,0.00033478573,0.0009793217,0.00031324738,0.00019982985],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002367509,0.00047486377,0.00067606725,0.0010038896,0.0003698007,0.00055080204,0.00074326276,0.00014321755,0.00021068644],"category_scores_gemma":[0.0015163325,0.00040945152,0.00047466505,0.0015370229,0.00015814602,0.00022104898,0.00044595692,0.0004459678,0.000024851957],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00025668883,0.00005016249,0.00009182891,0.00016170711,0.00032557972,0.00006911571,0.000635655,0.46952173,0.008687925,0.022527799,0.0006675008,0.49700433],"study_design_scores_gemma":[0.006537768,0.00016649446,0.0006908244,0.00042031074,0.0002269751,0.0016802074,0.005848948,0.7864229,0.028736616,0.0049673766,0.16283157,0.0014700158],"about_ca_topic_score_codex":0.0000074045406,"about_ca_topic_score_gemma":0.0000016155814,"teacher_disagreement_score":0.4955343,"about_ca_system_score_codex":0.000110659785,"about_ca_system_score_gemma":0.00011031038,"threshold_uncertainty_score":0.9998357},"labels":[],"label_agreement":null},{"id":"W3167790180","doi":"10.1108/ecam-12-2020-1060","title":"Mixed qualitative–quantitative approach for bidding decisions in construction","year":2021,"lang":"en","type":"article","venue":"Engineering Construction & Architectural Management","topic":"BIM and Construction Integration","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Bidding; Computer science; Quantitative analysis (chemistry); Decision support system; Reuse; Qualitative property; Operations research; Management science; Knowledge management; Data mining; Machine learning; Business; Engineering; Marketing","score_opus":0.02858960551835073,"score_gpt":0.2619158157200169,"score_spread":0.23332621020166613,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3167790180","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.18607035,0.00024065838,0.80884874,0.00006623884,0.0016622696,0.00040950367,0.000026009964,0.0004005493,0.0022756604],"genre_scores_gemma":[0.46928793,0.00006387263,0.53021026,0.000008823671,0.00006502754,0.00020126223,0.00007904486,0.00003257952,0.000051195904],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99851555,0.00006064506,0.0004922503,0.00038039626,0.00020351635,0.0003476164],"domain_scores_gemma":[0.99933726,0.00021488326,0.00005486286,0.00021856243,0.00009641249,0.000078001416],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00021439654,0.000276034,0.00027815442,0.00054318673,0.00010780183,0.000084957785,0.000108827466,0.0000914509,0.000030115469],"category_scores_gemma":[0.0001000686,0.0003014294,0.0001339272,0.0007431793,0.00008571807,0.00020171583,0.00003863585,0.00026752698,0.000006613939],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002679582,0.000016464106,0.000063967935,0.00016321159,0.00015905921,0.000006087158,0.0009876055,0.56444323,0.0031660118,0.21162249,0.00006569405,0.2192794],"study_design_scores_gemma":[0.0021829228,0.00006378002,0.002432759,0.00029214734,0.00009419511,0.00048664096,0.021521324,0.9487471,0.009158118,0.008061107,0.005988647,0.00097123184],"about_ca_topic_score_codex":0.0000041113303,"about_ca_topic_score_gemma":0.000011932214,"teacher_disagreement_score":0.3843039,"about_ca_system_score_codex":0.00018209264,"about_ca_system_score_gemma":0.000017303935,"threshold_uncertainty_score":0.9999438},"labels":[],"label_agreement":null},{"id":"W3168304808","doi":"10.1108/ecam-10-2020-0810","title":"Formalizing knowledge representation in earthwork operations through development of domain ontology","year":2021,"lang":"en","type":"article","venue":"Engineering Construction & Architectural Management","topic":"BIM and Construction Integration","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"","keywords":"Ontology; Earthworks; Computer science; Context (archaeology); Domain (mathematical analysis); Interoperability; Software engineering; Engineering; World Wide Web; Mathematics","score_opus":0.010687857085148515,"score_gpt":0.22995428899990153,"score_spread":0.219266431914753,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3168304808","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6643913,0.00033292078,0.32899234,0.000045339635,0.00097655127,0.0001782949,0.0000018791548,0.00018425328,0.0048971404],"genre_scores_gemma":[0.75328076,0.000027873817,0.2464994,0.0000054360166,0.00004190917,0.000058305293,0.000025446898,0.000014528946,0.000046321533],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9989687,0.000028645927,0.00048039152,0.00019613211,0.00011708125,0.00020901646],"domain_scores_gemma":[0.999696,0.000023322837,0.0000272892,0.0001715553,0.000049669743,0.000032158485],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000077737524,0.00015765647,0.00018508261,0.00023710018,0.00006693258,0.000027154085,0.00007350356,0.0000587132,0.00006112148],"category_scores_gemma":[0.000010005531,0.00017584838,0.000053817617,0.0005316422,0.0000359325,0.00017729231,0.000041637933,0.0001676807,0.000009151244],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001118927,0.000025631642,0.0008731063,0.00027984174,0.00015708666,0.000012555454,0.005369597,0.64505607,0.011371817,0.06638203,0.000021694257,0.27043936],"study_design_scores_gemma":[0.006325692,0.00010312311,0.11337176,0.0018135462,0.00016832774,0.0016135955,0.021593805,0.3588137,0.41519633,0.009703028,0.0684669,0.0028302101],"about_ca_topic_score_codex":0.000006057939,"about_ca_topic_score_gemma":0.00024139916,"teacher_disagreement_score":0.4038245,"about_ca_system_score_codex":0.000111692854,"about_ca_system_score_gemma":0.000025823569,"threshold_uncertainty_score":0.71708894},"labels":[],"label_agreement":null},{"id":"W3196867374","doi":"10.1108/ecam-02-2021-0145","title":"An empirical study on non-physical waste factors in the construction industry","year":2021,"lang":"en","type":"article","venue":"Engineering Construction & Architectural Management","topic":"Construction Project Management and Performance","field":"Decision Sciences","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"","keywords":"Ranking (information retrieval); Sample (material); Empirical research; Quality (philosophy); Population; Process management; Index (typography); Operations management; Performance indicator; Engineering; Computer science; Business; Marketing; Statistics; Mathematics","score_opus":0.046256057683937125,"score_gpt":0.35467661561246616,"score_spread":0.308420557928529,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3196867374","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9907248,0.0000039312927,0.004284897,0.00059852365,0.0015241974,0.0006180213,0.0000048156503,0.00010919879,0.0021316074],"genre_scores_gemma":[0.9976709,0.00000169019,0.0017109071,0.00011591979,0.00027561127,0.00005827116,0.0000092715145,0.000017013275,0.00014041933],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99651974,0.00031495828,0.00063288683,0.0007864271,0.0013463902,0.0003995887],"domain_scores_gemma":[0.9983745,0.00034377587,0.00014987348,0.00093846105,0.00009110499,0.00010227289],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000918389,0.00033477688,0.0003362639,0.00084784784,0.00025011238,0.0004653039,0.0006683982,0.00009205718,0.0001376389],"category_scores_gemma":[0.00013931048,0.00023250403,0.00014372391,0.002206216,0.00012990972,0.00037781312,0.00017998597,0.00090574357,0.000045287503],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011730267,0.0006271101,0.56357795,0.000039492184,0.00019343178,0.00020878727,0.008940865,0.13917245,0.00042740247,0.00723505,0.00028936358,0.27917078],"study_design_scores_gemma":[0.0015910666,0.00045668895,0.8791245,0.00005596804,0.00007398937,0.00022861478,0.07227625,0.03885234,0.0009465788,0.002018791,0.0037158027,0.00065935904],"about_ca_topic_score_codex":0.000015241954,"about_ca_topic_score_gemma":0.000024542534,"teacher_disagreement_score":0.3155466,"about_ca_system_score_codex":0.00008561695,"about_ca_system_score_gemma":0.000030473655,"threshold_uncertainty_score":0.9481239},"labels":[],"label_agreement":null},{"id":"W3197910768","doi":"10.1108/ecam-11-2020-0955","title":"Integrating lean production strategies, virtual reality technique and building information modeling method for mass customization in cabinet manufacturing","year":2021,"lang":"en","type":"article","venue":"Engineering Construction & Architectural Management","topic":"Product Development and Customization","field":"Business, Management and Accounting","cited_by":28,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Mass customization; Personalization; Computer science; Lean manufacturing; Production (economics); Manufacturing engineering; Process management; Information system; Systems engineering; Knowledge management; Engineering","score_opus":0.007329919546447088,"score_gpt":0.21552252709958733,"score_spread":0.20819260755314023,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3197910768","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.10568369,0.000016042517,0.8918126,0.00042500414,0.00058071647,0.0008052162,0.0000015402637,0.00025702035,0.00041816535],"genre_scores_gemma":[0.7072702,0.0000110190795,0.29198048,0.0000541527,0.0003009429,0.00018082517,0.00015628898,0.000022092363,0.000024011375],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99864644,0.00001588544,0.0004900131,0.00037780264,0.0001910553,0.0002788283],"domain_scores_gemma":[0.9995117,0.000022290444,0.00016377533,0.00016265007,0.00012431682,0.000015243473],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00063844566,0.00024056737,0.00020541527,0.00065542647,0.00017745134,0.0003585019,0.00009283952,0.00006896365,0.0000072807225],"category_scores_gemma":[0.00014667206,0.00025796428,0.00004228828,0.00048850814,0.000017424038,0.0019257448,0.00010869592,0.00020072807,0.000001523305],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000040548442,0.0000073993438,0.0001189918,0.000557567,0.000030860287,0.000001931081,0.00012560221,0.8488165,0.005496208,0.039985124,0.000023423821,0.10479583],"study_design_scores_gemma":[0.000697293,0.0000075335993,0.00060711463,0.00026186436,0.000050776696,0.00003603008,0.001575751,0.97933,0.007958575,0.006917021,0.002113982,0.00044405556],"about_ca_topic_score_codex":0.00007558241,"about_ca_topic_score_gemma":0.000032920583,"teacher_disagreement_score":0.6015865,"about_ca_system_score_codex":0.00014321767,"about_ca_system_score_gemma":0.000023307932,"threshold_uncertainty_score":0.99998724},"labels":[],"label_agreement":null},{"id":"W4200410565","doi":"10.1108/ecam-02-2021-0133","title":"Creating space and time for innovation - a methodology for building adaptation design appraisal using physics-based simulation tools and interactive multi-objective optimization","year":2021,"lang":"en","type":"article","venue":"Engineering Construction & Architectural Management","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Adaptation (eye); Building design; Systems engineering; Computer science; Decision support system; Management science; Engineering; Architectural engineering","score_opus":0.05284153874273201,"score_gpt":0.296629106780695,"score_spread":0.24378756803796298,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4200410565","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.033930775,0.000040511084,0.9648812,0.000019292374,0.00029336583,0.0005923605,0.00001157581,0.00022268828,0.000008233741],"genre_scores_gemma":[0.31277028,0.000003082466,0.68695664,0.000007558912,0.000059261438,0.00009373398,0.00007499899,0.000029385157,0.000005073785],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99920315,0.000047752343,0.0002399569,0.0002663202,0.000070882874,0.00017196564],"domain_scores_gemma":[0.99887294,0.0007926036,0.00008831595,0.00008033523,0.00014004282,0.000025785812],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019734654,0.00018546729,0.00018029497,0.00023164053,0.00014472994,0.00009301178,0.000030037287,0.00006611306,0.0000021025728],"category_scores_gemma":[0.00025032152,0.00022129947,0.000033361644,0.00033609013,0.000023776749,0.00028573774,0.000023634866,0.00008635484,4.0300606e-8],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000058045178,0.0000059306235,0.0000074226837,0.000152093,0.00010220516,3.878956e-7,0.0002264668,0.9350838,0.010961299,0.0058586444,4.5043745e-7,0.04754326],"study_design_scores_gemma":[0.0008905313,0.000038622333,0.000067018605,0.000096968855,0.00008103516,0.0000104256405,0.00012777516,0.9884137,0.009684122,0.00034809826,0.000022933815,0.00021876539],"about_ca_topic_score_codex":0.0000026164953,"about_ca_topic_score_gemma":3.4202688e-7,"teacher_disagreement_score":0.2788395,"about_ca_system_score_codex":0.00009503417,"about_ca_system_score_gemma":0.000012897216,"threshold_uncertainty_score":0.9024331},"labels":[],"label_agreement":null},{"id":"W4206176960","doi":"10.1108/ecam-03-2021-0195","title":"Application framework for safety-centric construction acceleration planning","year":2022,"lang":"en","type":"article","venue":"Engineering Construction & Architectural Management","topic":"Occupational Health and Safety Research","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary; University of Alberta","funders":"","keywords":"Schedule; Context (archaeology); Acceleration; Factoring; Project planning; Operations research; Transport engineering; Risk analysis (engineering); Engineering; Computer science; Project management; Systems engineering; Business; Geography","score_opus":0.030315252124951675,"score_gpt":0.3771777691329518,"score_spread":0.34686251700800014,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4206176960","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.048180785,0.00009300719,0.9419431,0.0014795949,0.0028275081,0.0037571145,0.00007665497,0.00035735095,0.0012848864],"genre_scores_gemma":[0.7936444,0.000025928646,0.19980071,0.00026423778,0.0007602533,0.004815319,0.00043297242,0.000048446847,0.00020766976],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99773663,0.00018097454,0.0006068009,0.00040644186,0.00047168802,0.0005974608],"domain_scores_gemma":[0.99857336,0.0007039196,0.00021184575,0.00027160678,0.000098871285,0.00014038464],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0006556051,0.0001872754,0.00020546818,0.00047357884,0.002200257,0.000018341221,0.00019880585,0.00007856617,0.0003503993],"category_scores_gemma":[0.00012579808,0.00020602945,0.00008219711,0.00063768384,0.000039462204,0.00010442926,0.00019478367,0.00085024105,0.00003055362],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00073233305,0.000033625944,0.011254915,0.00079291576,0.000086366024,0.0000025178472,0.0006140074,0.25171995,0.00011602567,0.37104344,0.00023437933,0.36336952],"study_design_scores_gemma":[0.0055647665,0.00062949915,0.22118273,0.00038182922,0.00013160515,0.00014357438,0.0063328706,0.34623897,0.000077047014,0.039106905,0.3789506,0.0012595778],"about_ca_topic_score_codex":0.000021105203,"about_ca_topic_score_gemma":0.0000011221642,"teacher_disagreement_score":0.74546367,"about_ca_system_score_codex":0.0006588679,"about_ca_system_score_gemma":0.00008818255,"threshold_uncertainty_score":0.9990987},"labels":[],"label_agreement":null},{"id":"W4210545694","doi":"10.1108/ecam-02-2021-0177","title":"A multiproject scheduling and resource management model in projects construction","year":2022,"lang":"en","type":"article","venue":"Engineering Construction & Architectural Management","topic":"Vehicle Routing Optimization Methods","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Profit (economics); Scheduling (production processes); Exploit; Computer science; Multimodal transport; Operations research; Project management; Transport engineering; Operations management; Engineering; Systems engineering; Computer security","score_opus":0.009417982647277704,"score_gpt":0.21047230024238253,"score_spread":0.20105431759510484,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4210545694","genre_codex":"empirical","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.501015,0.00012977756,0.49400732,0.00007340016,0.00046247037,0.0008139037,0.0000071419026,0.0009222925,0.0025686692],"genre_scores_gemma":[0.4935803,0.000026624946,0.50606257,0.000016236316,0.000024586434,0.0001911305,0.0000091601905,0.000043571938,0.0000458073],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9983961,0.00007245417,0.0003945159,0.0004195201,0.00030733968,0.0004100784],"domain_scores_gemma":[0.9995678,0.000039032937,0.000053256357,0.00025676034,0.000011598433,0.00007155593],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00040588566,0.00028103887,0.0002230282,0.0008996881,0.0001897247,0.00005956671,0.0001669528,0.000039732582,0.000017818533],"category_scores_gemma":[0.000012299707,0.00034461726,0.000051971878,0.00075426354,0.00005214996,0.00011147392,0.0002927919,0.00046383077,0.0000012078232],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000018070863,0.000008153957,0.00031655157,0.00025052344,0.00006714267,0.000018361003,0.00041575433,0.90279007,0.00022454638,0.0042818636,0.0000076037486,0.091601364],"study_design_scores_gemma":[0.000874298,0.00001914622,0.0008350067,0.000058710088,0.000032804717,0.000201926,0.0012262925,0.9955399,0.00012366743,0.0001582324,0.0005807758,0.00034921657],"about_ca_topic_score_codex":0.0000054429684,"about_ca_topic_score_gemma":0.0000011457116,"teacher_disagreement_score":0.092749864,"about_ca_system_score_codex":0.00030464333,"about_ca_system_score_gemma":0.000006850447,"threshold_uncertainty_score":0.9999006},"labels":[],"label_agreement":null},{"id":"W4244522544","doi":"10.1046/j.1365-232x.2002.00242.x","title":"Risk management trends in the construction industry: moving towards joint risk management","year":2002,"lang":"en","type":"article","venue":"Engineering Construction & Architectural Management","topic":"Construction Project Management and Performance","field":"Decision Sciences","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Joint (building); Risk management; Business; Risk analysis (engineering); Operations management; Engineering; Finance; Civil engineering","score_opus":0.03564944935920262,"score_gpt":0.27098897647112313,"score_spread":0.23533952711192052,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4244522544","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.66346043,0.00042909003,0.06688942,0.0025561533,0.0066860802,0.0026973346,0.0000656774,0.00093484245,0.25628096],"genre_scores_gemma":[0.93226904,0.00093181187,0.062247504,0.00016165125,0.00030724882,0.00029677787,0.000016160277,0.00005109346,0.0037187021],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9936033,0.0004425195,0.0015552163,0.0012859231,0.0021682726,0.00094477326],"domain_scores_gemma":[0.9974166,0.0001657869,0.0006821507,0.0014872187,0.00008345342,0.00016477378],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0028580285,0.0006802283,0.0005461088,0.0038889898,0.0006632139,0.0007623944,0.0013502728,0.00018556818,0.0017914915],"category_scores_gemma":[0.000096449185,0.00052629516,0.00037269446,0.0047302567,0.0002985674,0.0006176919,0.00069503137,0.0014305433,0.0002637975],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000029711742,0.000046760077,0.007925226,0.000062676525,0.0002775151,0.00007387996,0.00066056364,0.03742681,0.0000015901932,0.028965805,0.001372665,0.9231568],"study_design_scores_gemma":[0.005136297,0.00023135591,0.5074151,0.00033834454,0.0007773455,0.00082403305,0.015354495,0.17343283,0.00006097138,0.019229013,0.27490455,0.0022956184],"about_ca_topic_score_codex":0.000096434094,"about_ca_topic_score_gemma":0.000034701134,"teacher_disagreement_score":0.9208612,"about_ca_system_score_codex":0.00027452238,"about_ca_system_score_gemma":0.0000051610746,"threshold_uncertainty_score":0.99971884},"labels":[],"label_agreement":null},{"id":"W4282564378","doi":"10.1108/ecam-02-2022-0170","title":"The latest operational, contractual and organizational trends in IPD literature: review and future directions","year":2022,"lang":"en","type":"article","venue":"Engineering Construction & Architectural Management","topic":"BIM and Construction Integration","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"École de Technologie Supérieure; Polytechnique Montréal","funders":"","keywords":"Originality; Context (archaeology); Thematic analysis; Systematic review; Domain (mathematical analysis); Knowledge management; Management science; Computer science; Data science; Political science; Qualitative research; Engineering; Sociology; Social science; Geography; MEDLINE","score_opus":0.002117895599477319,"score_gpt":0.17350870817634415,"score_spread":0.17139081257686684,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4282564378","genre_codex":"review","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.25067535,0.6453558,0.010788042,0.056292,0.016718246,0.0037362718,0.00038368144,0.0032265831,0.012824014],"genre_scores_gemma":[0.94920164,0.044574574,0.0042721024,0.00032725104,0.00043930253,0.00044376336,0.00019652887,0.000054957865,0.0004898941],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9992969,0.000030538376,0.00021994444,0.00016980387,0.0001389055,0.00014391348],"domain_scores_gemma":[0.99977404,0.000034866243,0.000024147446,0.00010173087,0.000024529834,0.00004071037],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001118981,0.00014762276,0.000115445895,0.00023673457,0.00033321473,0.000100710546,0.00006644096,0.000024344408,0.00011684189],"category_scores_gemma":[0.0000067407877,0.00012687908,0.000023932813,0.00065808534,0.000045085628,0.000108123226,0.000051697003,0.00030930238,8.4158376e-7],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000013393305,0.000013156768,0.0005546274,0.00035615542,0.00017976873,0.000012075245,0.0005227353,0.0476756,0.0001475597,0.13245809,0.0012555205,0.8168113],"study_design_scores_gemma":[0.0011835905,0.00006826774,0.05813329,0.00028216702,0.00015243012,0.00317848,0.00060243154,0.055598076,0.000039548657,0.0012469538,0.8787341,0.00078063254],"about_ca_topic_score_codex":0.0000018935019,"about_ca_topic_score_gemma":0.000009538068,"teacher_disagreement_score":0.8774786,"about_ca_system_score_codex":0.000072481445,"about_ca_system_score_gemma":0.000004559731,"threshold_uncertainty_score":0.5173979},"labels":[],"label_agreement":null},{"id":"W4296351251","doi":"10.1108/ecam-01-2022-0009","title":"The concept of integration in an IPD context: a grounded theory review","year":2022,"lang":"en","type":"article","venue":"Engineering Construction & Architectural Management","topic":"Construction Project Management and Performance","field":"Decision Sciences","cited_by":20,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"École de Technologie Supérieure; Polytechnique Montréal","funders":"","keywords":"Context (archaeology); Originality; Construct (python library); Grounded theory; Conceptual blending; Dimension (graph theory); Computer science; Conceptual framework; Process management; Knowledge management; Management science; Engineering; Qualitative research; Psychology; Sociology; Cognition","score_opus":0.02766794428007901,"score_gpt":0.30285861371382927,"score_spread":0.27519066943375026,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4296351251","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.803797,0.010048743,0.14970729,0.0048643057,0.00887944,0.005168236,0.000046030946,0.00048476193,0.017004197],"genre_scores_gemma":[0.99741477,0.00017992256,0.0014870191,0.0001649153,0.000036331432,0.00016724432,0.000009701121,0.0000102130525,0.0005299021],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9974049,0.00038726837,0.00078747567,0.000344583,0.0008478394,0.00022795275],"domain_scores_gemma":[0.9986735,0.00037816374,0.00028473022,0.00054567377,0.00007718501,0.000040729945],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0027396781,0.00016336549,0.00024555845,0.00048549875,0.00031076086,0.00010179367,0.00068169215,0.000015554677,0.00046834035],"category_scores_gemma":[0.00018931889,0.0001180383,0.00010731666,0.0012637819,0.00015708701,0.00026580904,0.00031608003,0.00029411423,0.000006972345],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000048599784,0.00000992104,0.00028673647,0.000029556162,0.000019700383,0.0000022167292,0.00030873955,0.0066079437,0.000029293093,0.22144179,0.0001301335,0.7710854],"study_design_scores_gemma":[0.00623038,0.0013621787,0.06802489,0.0017503996,0.00031410836,0.0006716872,0.06864322,0.16751702,0.0012242888,0.16269355,0.51903886,0.0025294446],"about_ca_topic_score_codex":0.000015762385,"about_ca_topic_score_gemma":0.000033340453,"teacher_disagreement_score":0.76855594,"about_ca_system_score_codex":0.00009503411,"about_ca_system_score_gemma":0.000015306823,"threshold_uncertainty_score":0.51279986},"labels":[],"label_agreement":null},{"id":"W4306175755","doi":"10.1108/ecam-05-2022-0476","title":"Pose estimation method for construction machine based on improved AlphaPose model","year":2022,"lang":"en","type":"article","venue":"Engineering Construction & Architectural Management","topic":"Occupational Health and Safety Research","field":"Health Professions","cited_by":26,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Pose; Normalization (sociology); Computer science; Artificial intelligence; Machine learning; Machine vision; Software; Data mining","score_opus":0.025450896345358864,"score_gpt":0.3842897708824968,"score_spread":0.3588388745371379,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4306175755","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.011466182,0.000018675473,0.97898304,0.002232188,0.0019849373,0.0035285775,0.0002403265,0.0003265803,0.0012194881],"genre_scores_gemma":[0.31421626,0.0000033889662,0.6814413,0.00055350934,0.0001677747,0.0028846762,0.00034817524,0.00004717609,0.00033773005],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9976358,0.00026657505,0.0005684765,0.00044630488,0.00048410185,0.0005987795],"domain_scores_gemma":[0.99852794,0.00068731024,0.00018069045,0.00032939468,0.0000984484,0.00017623737],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0010118873,0.00023909454,0.00024580164,0.0005960868,0.0014235124,0.000015008761,0.00019216674,0.00006430676,0.00028924912],"category_scores_gemma":[0.00013774993,0.0002433724,0.000103307815,0.00039028405,0.00003622669,0.00007925325,0.00015106727,0.000762532,0.000013821606],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00063370896,0.000025662392,0.00011593245,0.00042639425,0.0000273842,0.0000011564425,0.000086874206,0.7420692,0.0002822243,0.016548196,0.000106025065,0.23967727],"study_design_scores_gemma":[0.0019687114,0.00028355452,0.0014935423,0.00004408422,0.000028965307,0.000013194314,0.00014197799,0.98996305,0.000060614475,0.001893058,0.003887965,0.0002212924],"about_ca_topic_score_codex":0.000054041437,"about_ca_topic_score_gemma":0.000005030992,"teacher_disagreement_score":0.30275008,"about_ca_system_score_codex":0.0005922435,"about_ca_system_score_gemma":0.0001506023,"threshold_uncertainty_score":0.9998765},"labels":[],"label_agreement":null},{"id":"W4311112516","doi":"10.1108/ecam-02-2022-0138","title":"Moving toward sustainability and circularity in hill road construction: a study of barriers, practices and performance","year":2022,"lang":"en","type":"article","venue":"Engineering Construction & Architectural Management","topic":"Sustainable Building Design and Assessment","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université du Québec à Chicoutimi","funders":"","keywords":"Sustainability; Originality; Social sustainability; Resource (disambiguation); Business; Extant taxon; Sustainability organizations; Structural equation modeling; Environmental resource management; Environmental economics; Environmental planning; Economics; Sociology; Qualitative research; Geography; Social science; Computer science; Ecology","score_opus":0.006529368415366899,"score_gpt":0.21636758679368442,"score_spread":0.20983821837831754,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4311112516","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99536324,0.00023381728,0.0030433733,0.0000770998,0.00030100739,0.0007357573,0.0000023036284,0.00015685952,0.000086565444],"genre_scores_gemma":[0.9963124,0.000038317296,0.003453582,0.000004255724,0.000018984201,0.0001465077,0.000001626333,0.000017553688,0.000006764864],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988023,0.00008938495,0.0003256818,0.00029464308,0.0002323402,0.0002556378],"domain_scores_gemma":[0.99956125,0.000049836257,0.00009973707,0.00018289946,0.000029747222,0.00007652376],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004942092,0.00018700174,0.00022528516,0.0003856819,0.00014451898,0.000042096905,0.00010078264,0.000023730336,0.000019883155],"category_scores_gemma":[0.0000615965,0.00021485801,0.000024369177,0.0003826307,0.00006616789,0.00017028427,0.00022494768,0.00034807864,5.8270228e-8],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000051146402,0.000040182025,0.09923851,0.0013802279,0.00015785554,0.000042101143,0.0026276875,0.72968876,0.00017875808,0.0013739368,0.0000024360652,0.16521841],"study_design_scores_gemma":[0.0022742818,0.0004621659,0.3956352,0.000068085144,0.00011015971,0.0004908881,0.08075726,0.5182305,0.00013990008,0.0006088046,0.00057985785,0.0006429006],"about_ca_topic_score_codex":0.000114000104,"about_ca_topic_score_gemma":0.0000035343296,"teacher_disagreement_score":0.2963967,"about_ca_system_score_codex":0.00031608262,"about_ca_system_score_gemma":0.000022816814,"threshold_uncertainty_score":0.87616557},"labels":[],"label_agreement":null},{"id":"W4320186808","doi":"10.1108/ecam-10-2022-0941","title":"A supply chain perspective of prefabricated housebuilding diffusion in New Zealand","year":2023,"lang":"en","type":"article","venue":"Engineering Construction & Architectural Management","topic":"Construction Project Management and Performance","field":"Decision Sciences","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Supply chain; Context (archaeology); Originality; Business; Marketing; Perspective (graphical); Stakeholder; Industrial organization; Sustainability; Perception; Exploratory research; Qualitative research; Economics; Management; Psychology; Sociology; Computer science","score_opus":0.02427958436359527,"score_gpt":0.2879980251642769,"score_spread":0.26371844080068163,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4320186808","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9873394,0.000035635374,0.007947801,0.0011833484,0.00085678283,0.0005346866,0.00000513465,0.00033312928,0.0017641026],"genre_scores_gemma":[0.9903462,0.00006106171,0.005863944,0.0000141148075,0.00008399537,0.000020127642,0.0000056517997,0.000018735376,0.0035861474],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9976662,0.000058811653,0.0006507186,0.00050847157,0.00074928364,0.00036655963],"domain_scores_gemma":[0.9990531,0.00019872609,0.00018838068,0.00040009388,0.00007229724,0.000087364584],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00078170875,0.0002126778,0.00030058261,0.0025556982,0.00007490595,0.000092675866,0.0004244822,0.00004587494,0.00015887653],"category_scores_gemma":[0.00020788176,0.0001860081,0.00011230594,0.0037014142,0.0000746625,0.00021955193,0.00032032194,0.00020175481,0.000064277825],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00018828035,0.000035462916,0.10586273,0.00009005012,0.00014663007,0.00003734168,0.0042864145,0.16542147,0.0030779182,0.052775398,0.0023064427,0.66577184],"study_design_scores_gemma":[0.0030151755,0.00014438898,0.7861804,0.00029743224,0.000047609752,0.00009071573,0.0051049385,0.1583806,0.0012691566,0.021606363,0.023098443,0.00076482224],"about_ca_topic_score_codex":0.00026651815,"about_ca_topic_score_gemma":0.000054734508,"teacher_disagreement_score":0.68031764,"about_ca_system_score_codex":0.000109280605,"about_ca_system_score_gemma":0.000027842358,"threshold_uncertainty_score":0.758519},"labels":[],"label_agreement":null},{"id":"W4365814559","doi":"10.1108/ecam-07-2022-0674","title":"Formalizing the information requirements for decision-making of field managers during indoor construction activities","year":2023,"lang":"en","type":"article","venue":"Engineering Construction & Architectural Management","topic":"BIM and Construction Integration","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Scope (computer science); Computer science; Decision support system; Field (mathematics); Quality (philosophy); Work (physics); Task (project management); Originality; Information system; Statement of work; Knowledge management; Information quality; Business decision mapping; Process management; Risk analysis (engineering); Management science; Systems engineering; Engineering; Business; Qualitative research","score_opus":0.005332218608330148,"score_gpt":0.21170978703372964,"score_spread":0.2063775684253995,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4365814559","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.62054604,0.000030893974,0.37425122,0.00010199535,0.002584434,0.00067735254,0.000018005989,0.00075061317,0.0010394598],"genre_scores_gemma":[0.9745979,0.000045493463,0.024991738,0.000019693149,0.00010260318,0.00018460026,0.000016433529,0.000023644436,0.000017896418],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987676,0.000011911872,0.0004962253,0.00014737282,0.0002671244,0.00030972483],"domain_scores_gemma":[0.99940306,0.00017668439,0.00011621971,0.00022760592,0.00004651078,0.000029918274],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016929055,0.0002145932,0.00017780391,0.00064264797,0.00021984943,0.0000893415,0.00017295017,0.00006931457,0.00002507001],"category_scores_gemma":[0.000058596375,0.00019033685,0.00012653145,0.0005834428,0.00006516256,0.00061066693,0.00006521683,0.00017526475,0.000007954797],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007814638,0.0000023111065,0.00036062428,0.000659931,0.00021886869,0.0000011168615,0.0005541834,0.2705457,0.0012744995,0.01542166,0.00022690782,0.71065605],"study_design_scores_gemma":[0.0037888025,0.00026176928,0.039845496,0.002948948,0.00044541096,0.0006044062,0.01862119,0.854938,0.04291422,0.01094479,0.022550829,0.0021361967],"about_ca_topic_score_codex":0.0000031205532,"about_ca_topic_score_gemma":0.0000028991913,"teacher_disagreement_score":0.7085199,"about_ca_system_score_codex":0.000098826175,"about_ca_system_score_gemma":0.0000066236457,"threshold_uncertainty_score":0.77617115},"labels":[],"label_agreement":null},{"id":"W4377239071","doi":"10.1108/ecam-11-2022-1036","title":"A real options-based investment-income valuation model for old community renewal projects in China","year":2023,"lang":"en","type":"article","venue":"Engineering Construction & Architectural Management","topic":"Capital Investment and Risk Analysis","field":"Economics, Econometrics and Finance","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Valuation (finance); Net present value; Capital budgeting; Government (linguistics); Economics; Business; Finance; Microeconomics; Debt","score_opus":0.03811778677951144,"score_gpt":0.23549258536055323,"score_spread":0.1973747985810418,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4377239071","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96884376,0.00014639016,0.02855284,0.00033861908,0.00031832105,0.00080012874,0.000054827997,0.00027189267,0.0006732047],"genre_scores_gemma":[0.96568036,0.00019799342,0.03276378,0.00004619731,0.000046003526,0.00039278358,0.00020818475,0.000027779104,0.0006369308],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99888885,0.000024894016,0.00045788786,0.00027428332,0.00006451827,0.00028958326],"domain_scores_gemma":[0.9994661,0.000044360608,0.00013023701,0.0002900783,0.000013125297,0.000056087465],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00057831546,0.00017666537,0.00025168897,0.0011665357,0.00015975186,0.000059004306,0.00015620602,0.000051218667,0.000010581902],"category_scores_gemma":[0.0000367892,0.00020102311,0.00014147408,0.000747301,0.000040483148,0.00011369079,0.000072357936,0.00017813356,0.000028278224],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000013353927,0.000021583837,0.0015977487,0.000101860656,0.00005453929,9.329144e-7,0.00045177186,0.60760224,0.00003495018,0.3895845,0.000017212207,0.0005192535],"study_design_scores_gemma":[0.0007453011,0.00003818559,0.03015015,0.000034362605,0.000018348454,0.0000012131231,0.00008271422,0.8741526,0.00003544437,0.09448709,0.000052453142,0.00020212776],"about_ca_topic_score_codex":0.0004557771,"about_ca_topic_score_gemma":0.00009713266,"teacher_disagreement_score":0.29509744,"about_ca_system_score_codex":0.00022744367,"about_ca_system_score_gemma":0.0000100381185,"threshold_uncertainty_score":0.8197484},"labels":[],"label_agreement":null},{"id":"W4380372743","doi":"10.1108/ecam-12-2022-1121","title":"Schedule compression and emerging waste in construction: an assessment of overlapping activities","year":2023,"lang":"en","type":"article","venue":"Engineering Construction & Architectural Management","topic":"BIM and Construction Integration","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Schedule; Compression (physics); Computer science; Operations management; Engineering","score_opus":0.006656517620452095,"score_gpt":0.2399072260888694,"score_spread":0.2332507084684173,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4380372743","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9619999,0.00005750549,0.034851428,0.000047126927,0.0011447067,0.00022301388,0.000006129748,0.000558294,0.0011118854],"genre_scores_gemma":[0.9676349,0.00007854878,0.03208304,0.0000032882685,0.00009479586,0.000045592496,0.000016872158,0.000025242176,0.000017709031],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99892217,0.00002772065,0.00035822458,0.00023597052,0.00020606954,0.0002498612],"domain_scores_gemma":[0.99964863,0.000033891818,0.000056028322,0.00017960499,0.000018454171,0.00006339458],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013304585,0.00020610284,0.00022537973,0.0007719566,0.000073265546,0.000044880606,0.000084598694,0.00005954966,0.000026888583],"category_scores_gemma":[0.0000046557307,0.00022107987,0.000044071665,0.0005696217,0.00009284577,0.0002959748,0.00005981053,0.00023793076,0.0000013249991],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009343115,0.000007765171,0.004239888,0.0004331782,0.00008357818,0.0000063534703,0.00032117183,0.7053861,0.022886146,0.026224898,0.000012292912,0.24038929],"study_design_scores_gemma":[0.00077312964,0.000044161512,0.050097357,0.00037723745,0.000027548138,0.00012718352,0.003971277,0.93837374,0.0045557856,0.00071175117,0.00054024934,0.0004005626],"about_ca_topic_score_codex":0.000008738571,"about_ca_topic_score_gemma":0.000006107013,"teacher_disagreement_score":0.23998871,"about_ca_system_score_codex":0.000076435805,"about_ca_system_score_gemma":0.000007857199,"threshold_uncertainty_score":0.90153754},"labels":[],"label_agreement":null},{"id":"W4385723933","doi":"10.1108/ecam-05-2022-0394","title":"Facilitating the building commissioning process using building information modeling: an action-research project","year":2023,"lang":"en","type":"article","venue":"Engineering Construction & Architectural Management","topic":"BIM and Construction Integration","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Project commissioning; Building information modeling; Process (computing); Action research; Action plan; Plan (archaeology); Process management; Engineering; Systems engineering; Computer science; Engineering management; Publishing; Operations management; Management","score_opus":0.06907814646562467,"score_gpt":0.34494219836169293,"score_spread":0.2758640518960683,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4385723933","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6822172,0.000026813957,0.3146526,0.00004640638,0.0009607479,0.00046972788,0.000006228939,0.0013031848,0.00031715038],"genre_scores_gemma":[0.96605086,0.000016504457,0.033499263,0.000007828902,0.00019671104,0.00015087915,0.000027432216,0.000037804173,0.000012713414],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9981071,0.00007794615,0.0004685491,0.00025156612,0.0005530946,0.00054177496],"domain_scores_gemma":[0.9993098,0.000111506364,0.00005467054,0.000292636,0.00014713641,0.00008427272],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00069010374,0.00026620374,0.00016300411,0.0010901392,0.0007589969,0.00033789888,0.00028591513,0.0000838179,0.000013523767],"category_scores_gemma":[0.00008049586,0.00022857352,0.00007310359,0.0017109436,0.000074658456,0.0010152037,0.00008536,0.00066079915,0.000030884312],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000006975494,0.0000020727387,0.00004404563,0.00021194566,0.000047818092,0.0000011490191,0.0012365297,0.8778955,0.002937147,0.003533633,0.000023164268,0.11406006],"study_design_scores_gemma":[0.00019575832,0.00001794261,0.00012638273,0.00014960035,0.000019323941,0.000088644425,0.00915411,0.9864267,0.00094703876,0.0009726354,0.0016403771,0.00026146614],"about_ca_topic_score_codex":0.00004944765,"about_ca_topic_score_gemma":0.0000041777566,"teacher_disagreement_score":0.2838337,"about_ca_system_score_codex":0.0002188181,"about_ca_system_score_gemma":0.000030887808,"threshold_uncertainty_score":0.93209577},"labels":[],"label_agreement":null},{"id":"W4402950098","doi":"10.1108/ecam-04-2023-0387","title":"Between a rock and a hard place: managers’ work–family issues in the construction industry and how they compare to workers","year":2024,"lang":"en","type":"article","venue":"Engineering Construction & Architectural Management","topic":"Work-Family Balance Challenges","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Work (physics); Construction industry; Business; Sociology; Architectural engineering; Construction engineering; Engineering; Mechanical engineering","score_opus":0.018110288025130837,"score_gpt":0.2603984830168864,"score_spread":0.24228819499175555,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4402950098","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98247606,0.00125813,0.0014796045,0.011768317,0.0006658803,0.0006943057,0.000005543697,0.0003259633,0.0013262114],"genre_scores_gemma":[0.99245435,0.00028125575,0.006440028,0.00005072188,0.0003239356,0.000071438066,0.000003248345,0.00001934768,0.00035564962],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.99856466,0.000129807,0.00016668644,0.00041584208,0.00034033137,0.00038264517],"domain_scores_gemma":[0.99947,0.00019645799,0.00003340536,0.00017383808,0.000015287766,0.00011101768],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000501852,0.00022216448,0.00021169506,0.00038545785,0.00020839478,0.00047680287,0.00020959614,0.00010262879,0.000009335278],"category_scores_gemma":[0.000034501456,0.00018948817,0.000038846083,0.00064965524,0.0001542767,0.00017742667,0.00012333936,0.0005612216,0.0000060407383],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008265391,0.00001807193,0.3614247,0.0007389256,0.0005388352,0.0001064483,0.07359055,0.029242896,0.00005305189,0.021532314,0.0035623112,0.50910926],"study_design_scores_gemma":[0.00039461307,0.0000390268,0.8392735,0.0010740114,0.00008534597,0.000043666507,0.097548015,0.00041458433,0.00000408765,0.00087347557,0.059721075,0.00052859914],"about_ca_topic_score_codex":0.00015296969,"about_ca_topic_score_gemma":0.0001426155,"teacher_disagreement_score":0.5085806,"about_ca_system_score_codex":0.00012031158,"about_ca_system_score_gemma":0.000014558833,"threshold_uncertainty_score":0.7727104},"labels":[],"label_agreement":null},{"id":"W4404599295","doi":"10.1108/ecam-02-2024-0268","title":"Integrating expert insights and data analytics for enhanced construction productivity monitoring and control: a machine learning approach","year":2024,"lang":"en","type":"article","venue":"Engineering Construction & Architectural Management","topic":"Occupational Health and Safety Research","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Dashboard; Productivity; Computer science; Analytics; Warning system; Data science; Control (management); Identification (biology); Knowledge management; Risk analysis (engineering); Process management; Engineering; Artificial intelligence","score_opus":0.047579299260561786,"score_gpt":0.37885946210245314,"score_spread":0.3312801628418913,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404599295","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3268121,0.0019464984,0.66601104,0.0006688167,0.0016172744,0.002124752,0.00004456696,0.0003833683,0.00039160094],"genre_scores_gemma":[0.897063,0.00027651043,0.101524875,0.00001090668,0.0006033332,0.00030826798,0.00008543643,0.00002868425,0.000098978584],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998174,0.0001383276,0.0003978774,0.0006098737,0.00022781453,0.00045207216],"domain_scores_gemma":[0.9988356,0.000603298,0.000072826544,0.00025545352,0.00007528163,0.00015750414],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007079361,0.00020858416,0.00025009108,0.00034097728,0.0006211561,0.00006430121,0.00012118785,0.00007744168,0.0000054298407],"category_scores_gemma":[0.0003155236,0.00017950336,0.000029796733,0.00028036925,0.0000946427,0.00025184386,0.00021948254,0.0007390602,0.00000181853],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00036354447,0.00002108459,0.008152974,0.006325762,0.00036858875,0.0000053569192,0.0027282129,0.008314583,0.0045199143,0.023764173,0.000020728734,0.9454151],"study_design_scores_gemma":[0.0014746212,0.0001389716,0.019209007,0.0008531269,0.000084125386,0.00006302854,0.002030804,0.9667674,0.0002562133,0.000732846,0.007996727,0.00039318347],"about_ca_topic_score_codex":0.000075628894,"about_ca_topic_score_gemma":0.000008069011,"teacher_disagreement_score":0.95845276,"about_ca_system_score_codex":0.0001288279,"about_ca_system_score_gemma":0.000056838766,"threshold_uncertainty_score":0.73199344},"labels":[],"label_agreement":null},{"id":"W4407816378","doi":"10.1108/ecam-06-2024-0815","title":"Unsupervised learning approach for benchmark models to identify construction projects with high accident risk levels","year":2025,"lang":"en","type":"article","venue":"Engineering Construction & Architectural Management","topic":"Occupational Health and Safety Research","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Benchmark (surveying); Accident (philosophy); Computer science; Artificial intelligence; Machine learning; Geography; Cartography","score_opus":0.04121261154202758,"score_gpt":0.36462513560999255,"score_spread":0.32341252406796495,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4407816378","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.40313727,0.000031643216,0.5884535,0.0003761352,0.0008386326,0.0042983275,0.000028200364,0.00025815525,0.0025781705],"genre_scores_gemma":[0.76782405,0.000021358495,0.22917373,0.00009445518,0.00017323361,0.0020431383,0.0000935985,0.000031794454,0.0005446496],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.9972522,0.00024210007,0.00062346435,0.00061923725,0.00045723625,0.00080575416],"domain_scores_gemma":[0.99860907,0.00044005434,0.00015611418,0.00033072618,0.0002444398,0.00021962557],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007620492,0.00030180402,0.0003491218,0.0008320438,0.0010999807,0.000047335743,0.00024057284,0.00012375087,0.000055004635],"category_scores_gemma":[0.00013658643,0.00026738306,0.000087001434,0.00088138506,0.00006260546,0.00016307175,0.00019879836,0.0008551237,0.000014793014],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0007508243,0.000026672755,0.019791633,0.00177044,0.0002481742,0.0000020867308,0.00077839894,0.8234425,0.00007895448,0.039237987,0.00012604675,0.11374628],"study_design_scores_gemma":[0.0071958676,0.000586831,0.5885556,0.0014546892,0.00027771314,0.00003271047,0.005816844,0.3832438,0.00020215938,0.0063443608,0.0052056517,0.0010838304],"about_ca_topic_score_codex":0.00027425776,"about_ca_topic_score_gemma":0.000025241708,"teacher_disagreement_score":0.5687639,"about_ca_system_score_codex":0.00041296158,"about_ca_system_score_gemma":0.00018420289,"threshold_uncertainty_score":0.9999778},"labels":[],"label_agreement":null},{"id":"W4408119161","doi":"10.1108/ecam-11-2024-1517","title":"Enhancing construction workers’ health and safety: mechanisms for implementing Construction 4.0 technologies in construction organizations","year":2025,"lang":"en","type":"article","venue":"Engineering Construction & Architectural Management","topic":"Economic and Technological Systems Analysis","field":"Business, Management and Accounting","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"York University","funders":"","keywords":"Construction site safety; Business; Construction engineering; Construction industry; Occupational safety and health; Engineering; Engineering management; Medicine","score_opus":0.004505919126639348,"score_gpt":0.1932083672691746,"score_spread":0.18870244814253526,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4408119161","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.18739195,0.00021987844,0.80373746,0.0033379572,0.0013518634,0.0015325019,0.000009455371,0.0013631495,0.0010557711],"genre_scores_gemma":[0.7979621,0.00008253039,0.2013215,0.0001415804,0.00013135321,0.00020126227,0.00006832196,0.00003361362,0.000057701116],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99774826,0.000015151669,0.00089918706,0.0006406662,0.00014009257,0.00055663893],"domain_scores_gemma":[0.99911785,0.000069079266,0.00041063264,0.00027341122,0.00010521668,0.000023783914],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00044584327,0.00034583936,0.00048921164,0.0016574648,0.00052957324,0.00026290887,0.00019264036,0.00014959711,0.000030315532],"category_scores_gemma":[0.00016364547,0.00036114786,0.000096367294,0.0017731894,0.00020066727,0.0004454673,0.00030621313,0.00026909055,0.0000055555834],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003239091,0.00001193949,0.016082954,0.0006264019,0.00017926132,0.0000014440658,0.000033894063,0.0020386488,0.00036268675,0.71468186,0.000028147673,0.26592037],"study_design_scores_gemma":[0.0150673995,0.0002542992,0.027956817,0.005424589,0.0012359292,0.0006523848,0.14672802,0.13257428,0.004783996,0.55559105,0.10463126,0.0050999774],"about_ca_topic_score_codex":0.00019690301,"about_ca_topic_score_gemma":0.00016260688,"teacher_disagreement_score":0.6105702,"about_ca_system_score_codex":0.00027701052,"about_ca_system_score_gemma":0.000032863834,"threshold_uncertainty_score":0.99988407},"labels":[],"label_agreement":null},{"id":"W4408500828","doi":"10.1108/ecam-05-2024-0678","title":"Construction and demolition waste circulation and its sustainability performance in the building sector: current trend and future directions","year":2025,"lang":"en","type":"article","venue":"Engineering Construction & Architectural Management","topic":"Recycled Aggregate Concrete Performance","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Demolition; Sustainability; Current (fluid); Demolition waste; Circulation (fluid dynamics); Business; Environmental planning; Environmental science; Civil engineering; Engineering; Ecology","score_opus":0.0036514951399682803,"score_gpt":0.19895537973991512,"score_spread":0.19530388459994683,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4408500828","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98967236,0.003014622,0.0053433706,0.0002547334,0.0008366003,0.0004908219,0.0000033782972,0.0001828174,0.00020129253],"genre_scores_gemma":[0.9952827,0.0027271658,0.0017611244,0.000005168925,0.00012890428,0.00007421505,0.000005660697,0.000011740817,0.000003333832],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991208,0.00003366262,0.00024614003,0.0002558289,0.00011066892,0.00023293997],"domain_scores_gemma":[0.99972564,0.000046474954,0.00003276272,0.00013332938,0.00002182905,0.000039957686],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015362789,0.00020380934,0.00014927822,0.00040973496,0.0001694959,0.00008365148,0.000060852104,0.000049885482,0.000002297621],"category_scores_gemma":[0.000011146484,0.00018393662,0.000023191486,0.00043202462,0.00006881483,0.00024856123,0.00005024365,0.0002873889,1.7805682e-7],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000012869228,0.0000032720186,0.006464901,0.0013661078,0.000044406777,0.0000016151494,0.00056156685,0.054483835,0.00036697843,0.012842202,0.0000020225368,0.92385024],"study_design_scores_gemma":[0.0009300574,0.00002830394,0.37105557,0.0003990563,0.000086620115,0.00037228598,0.0013094565,0.61077434,0.00049452996,0.0011763986,0.012911444,0.00046197907],"about_ca_topic_score_codex":0.0000036044619,"about_ca_topic_score_gemma":0.0000056710865,"teacher_disagreement_score":0.92338824,"about_ca_system_score_codex":0.00015559512,"about_ca_system_score_gemma":0.0000058946016,"threshold_uncertainty_score":0.75007176},"labels":[],"label_agreement":null},{"id":"W4411516468","doi":"10.1108/ecam-11-2024-1519","title":"A scoping review of fire safety on building construction sites: current measures, practices and future research directions","year":2025,"lang":"en","type":"review","venue":"Engineering Construction & Architectural Management","topic":"Evacuation and Crowd Dynamics","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"National Research Council Canada; University of Alberta","funders":"","keywords":"Field (mathematics); Originality; Scopus; Conceptual framework; Flammable liquid; Engineering; Knowledge management; Data science; Computer science; Qualitative research; Political science","score_opus":0.045761262781074265,"score_gpt":0.373434095344881,"score_spread":0.3276728325638067,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411516468","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000014980736,0.99050146,0.0033962075,0.00008234067,0.0020473758,0.0022163112,0.000043079188,0.0004075272,0.0012907103],"genre_scores_gemma":[0.000011861033,0.9899889,0.009187485,0.0000070915908,0.00033830904,0.0002985395,0.00008239125,0.000057037578,0.00002833885],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99725527,0.00022598743,0.0010068134,0.0005380892,0.0005785346,0.00039529055],"domain_scores_gemma":[0.99840105,0.00049525435,0.00037518248,0.0004775347,0.00013998071,0.00011099912],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00079466123,0.00053846394,0.0011193595,0.00107783,0.00021950589,0.00008561201,0.00024712773,0.00016982538,0.000034217115],"category_scores_gemma":[0.00026513237,0.000515011,0.00027410657,0.0014172035,0.000116110954,0.00013431636,0.00014681015,0.0011752495,0.000005721476],"study_design_candidate":"systematic_review","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000003091229,0.000006582745,4.6117685e-7,0.2996498,0.00017908601,0.0000016220434,0.000016580509,0.0010930769,6.3526346e-7,0.0032230266,0.000030934232,0.69579506],"study_design_scores_gemma":[0.00013630984,0.000022193175,0.000005583665,0.453005,0.00044372922,0.00009344409,0.000042522446,0.0017323644,0.0000020910345,0.000025720956,0.54411274,0.00037828242],"about_ca_topic_score_codex":0.0000029416124,"about_ca_topic_score_gemma":0.0000036696242,"teacher_disagreement_score":0.6954168,"about_ca_system_score_codex":0.00035315347,"about_ca_system_score_gemma":0.00009065461,"threshold_uncertainty_score":0.99973017},"labels":[],"label_agreement":null},{"id":"W4413217569","doi":"10.1108/ecam-12-2024-1662","title":"Minimizing personnel assignment costs in the layout phase of steel component construction","year":2025,"lang":"en","type":"article","venue":"Engineering Construction & Architectural Management","topic":"BIM and Construction Integration","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"","keywords":"Flexibility (engineering); Salary; Factory (object-oriented programming); Total cost; Operations research; Computer science; Function (biology); Duration (music); Reduction (mathematics); Cost reduction; Assignment problem; Integer programming; Component (thermodynamics); Operations management; Reliability engineering; Mathematical optimization; Engineering; Mathematics; Business","score_opus":0.007146667112424481,"score_gpt":0.21766574123052077,"score_spread":0.21051907411809628,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413217569","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.82715315,0.0002803956,0.16272208,0.00023421773,0.0022740536,0.00068574335,0.000013883448,0.00028563754,0.0063508707],"genre_scores_gemma":[0.9865524,0.00003768185,0.013163224,0.000029846407,0.00005438421,0.0001023704,0.000015721193,0.000015555866,0.000028800025],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99871,0.000049851926,0.00049750373,0.00022810067,0.00025369902,0.00026084788],"domain_scores_gemma":[0.999532,0.00007206074,0.0000658855,0.00026240174,0.000031984273,0.00003567971],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001923404,0.0002455286,0.00023658836,0.00056734186,0.00008522891,0.00005251707,0.00020208811,0.000066825865,0.000029619932],"category_scores_gemma":[0.000011181135,0.00021409905,0.000101107966,0.0005654587,0.00011350401,0.000105228784,0.000036788813,0.00029832093,0.0000037203815],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000071698174,0.00007379512,0.0009063438,0.0005202078,0.00031870615,0.000011532823,0.0014766314,0.31444848,0.00989861,0.11825726,0.00015831155,0.55385846],"study_design_scores_gemma":[0.011843104,0.0002908466,0.032310236,0.002229556,0.000510074,0.00074861135,0.041699592,0.8645374,0.02248816,0.0021298104,0.019362513,0.0018500822],"about_ca_topic_score_codex":0.000020704872,"about_ca_topic_score_gemma":0.00001028767,"teacher_disagreement_score":0.55200833,"about_ca_system_score_codex":0.00023340953,"about_ca_system_score_gemma":0.000010976481,"threshold_uncertainty_score":0.8730706},"labels":[],"label_agreement":null},{"id":"W4414019570","doi":"10.1108/ecam-02-2025-0312","title":"Human-centric integrated change management framework for digital transformation in construction","year":2025,"lang":"en","type":"article","venue":"Engineering Construction & Architectural Management","topic":"Ergonomics and Human Factors","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Transformation (genetics); Digital transformation; Process management; Change management (ITSM); Business; Computer science; Knowledge management; Engineering; Operations management; World Wide Web; Chemistry","score_opus":0.008567780844789147,"score_gpt":0.21369478789967092,"score_spread":0.20512700705488177,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4414019570","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.43007854,0.000116548414,0.5615578,0.000104360435,0.0020100998,0.0015060102,0.000032731285,0.0006680556,0.0039258557],"genre_scores_gemma":[0.967104,0.00005725572,0.03224315,0.000020224428,0.0000746787,0.0003345468,0.00007662368,0.000031174914,0.000058340716],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988895,0.000006522297,0.00041125412,0.00024622722,0.000102916994,0.0003435515],"domain_scores_gemma":[0.9996867,0.000026141313,0.000035846784,0.00018567112,0.000018415005,0.000047204187],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00007271256,0.0002655711,0.00021271937,0.0009889435,0.000086111395,0.00013533194,0.0001511386,0.000081598686,0.000018882314],"category_scores_gemma":[0.0000046522514,0.000293343,0.00009838939,0.0004925189,0.000038583137,0.00024229866,0.00003474473,0.00023534974,0.000005792504],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002379177,0.00001949744,0.00041341898,0.0010286052,0.00025473043,0.000004038231,0.0003678396,0.1157631,0.000051368872,0.49827307,0.000040892246,0.38375965],"study_design_scores_gemma":[0.011779154,0.00028882365,0.13073261,0.005014232,0.00060952595,0.00009877687,0.005917845,0.60642153,0.002390371,0.124177806,0.10813201,0.004437333],"about_ca_topic_score_codex":0.0000049197965,"about_ca_topic_score_gemma":0.000005373679,"teacher_disagreement_score":0.53702545,"about_ca_system_score_codex":0.00030192157,"about_ca_system_score_gemma":0.0000031606132,"threshold_uncertainty_score":0.9999519},"labels":[],"label_agreement":null},{"id":"W4414072449","doi":"10.1108/ecam-03-2025-0388","title":"Enabling Lean Construction 4.0 through human-centric digital transformation: organisational leadership insights","year":2025,"lang":"en","type":"article","venue":"Engineering Construction & Architectural Management","topic":"Digital Transformation in Industry","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Digital transformation; Thematic analysis; Bridge (graph theory); Human resources; Lean manufacturing; Lean construction; Grounded theory; Human resource management; Resource (disambiguation)","score_opus":0.017825977419998286,"score_gpt":0.2091785451111105,"score_spread":0.19135256769111222,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4414072449","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.2260837,0.00026999784,0.6294207,0.00041920322,0.0030570093,0.0008627554,0.000031273532,0.0026456816,0.1372097],"genre_scores_gemma":[0.9929683,0.000029183682,0.0063842526,0.000050105657,0.0001376773,0.00005401997,0.00012229933,0.00003997903,0.0002141634],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9983543,0.000009476981,0.0006133197,0.00027435453,0.00033901105,0.00040951977],"domain_scores_gemma":[0.99953747,0.000049427967,0.000050006056,0.00023421194,0.000053153573,0.00007572589],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00005819392,0.00035505675,0.00022893978,0.00063000765,0.00021214428,0.00030332248,0.00021932308,0.00012490779,0.000081605256],"category_scores_gemma":[0.000011277102,0.0003935403,0.00011606212,0.00093611993,0.00012278568,0.0012156797,0.000032837357,0.00041311252,0.000048712445],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000014075112,0.000022865144,0.00016947639,0.001037246,0.00040069004,0.000007213074,0.0011080722,0.5191833,0.0005061684,0.36277694,0.0002787117,0.11449527],"study_design_scores_gemma":[0.02134896,0.0004154153,0.01613966,0.005779633,0.0012139888,0.0024561165,0.054895904,0.17927279,0.07819,0.15215343,0.47730905,0.010825063],"about_ca_topic_score_codex":0.0000017341788,"about_ca_topic_score_gemma":6.7393546e-7,"teacher_disagreement_score":0.7668846,"about_ca_system_score_codex":0.00028870234,"about_ca_system_score_gemma":0.000017818675,"threshold_uncertainty_score":0.99985164},"labels":[],"label_agreement":null},{"id":"W4414393777","doi":"10.1108/ecam-12-2024-1701","title":"Synergistic evolution of multi-stakeholder strategies in the promotion of green building materials, quadrilateral evolutionary game and system dynamics","year":2025,"lang":"en","type":"article","venue":"Engineering Construction & Architectural Management","topic":"Sustainable Building Design and Assessment","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Incentive; Certification; Government (linguistics); Subsidy; Promotion (chess); Green building; Evolutionarily stable strategy; Publicity","score_opus":0.007802318295347156,"score_gpt":0.2105198055369792,"score_spread":0.20271748724163202,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4414393777","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6839065,0.0001663377,0.3150786,0.000026163305,0.0003085877,0.00033536652,0.0000071245245,0.000100287034,0.00007101604],"genre_scores_gemma":[0.9892524,0.000009294153,0.010645083,8.629624e-7,0.000019312356,0.00003676537,0.00000804177,0.000012379359,0.000015884523],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990893,0.000045955218,0.0003734988,0.00015693651,0.00014318657,0.00019111538],"domain_scores_gemma":[0.99970263,0.000035788526,0.000058156966,0.00015771009,0.000029602696,0.000016085967],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019942077,0.00016471995,0.00019781142,0.00045592524,0.000032616517,0.000032597425,0.000120854136,0.00004438191,0.000001831876],"category_scores_gemma":[0.000006835917,0.00014525779,0.000031199965,0.00035125524,0.000057833313,0.00010381667,0.00004419042,0.00010696545,1.345437e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000015683323,0.000019566854,0.00079759426,0.00369974,0.000102156926,0.000008128015,0.00025081084,0.7392065,0.017534459,0.23253798,0.0000023495393,0.005825048],"study_design_scores_gemma":[0.00068907393,0.00003928058,0.09876074,0.0009577393,0.00008274037,0.000040512048,0.00505298,0.89087534,0.0018638232,0.0013897486,0.000016704158,0.00023133085],"about_ca_topic_score_codex":0.00014382259,"about_ca_topic_score_gemma":0.00000869045,"teacher_disagreement_score":0.30534586,"about_ca_system_score_codex":0.00035217853,"about_ca_system_score_gemma":0.000015599544,"threshold_uncertainty_score":0.5923441},"labels":[],"label_agreement":null},{"id":"W4416306757","doi":"10.1108/ecam-03-2025-0385","title":"Illustrating the impact of implementing work zones, adjusting work patterns and optimizing crew starting positions to minimize spatial conflicts","year":2025,"lang":"en","type":"article","venue":"Engineering Construction & Architectural Management","topic":"BIM and Construction Integration","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Crew; Work (physics); Workflow; Task (project management); Productivity; Cockpit; Spatial planning; Resource (disambiguation)","score_opus":0.0059245777748070105,"score_gpt":0.21984947652847028,"score_spread":0.21392489875366327,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4416306757","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.56082547,0.00008753325,0.43712136,0.000102926555,0.0004011582,0.0003442848,0.000009339185,0.00022039113,0.00088753476],"genre_scores_gemma":[0.9439995,0.000009605038,0.055730056,0.000019161931,0.000105309126,0.00006816079,0.000011091638,0.000024628564,0.000032462405],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.9985938,0.00003164681,0.00054925535,0.00025374175,0.00016180938,0.00040976075],"domain_scores_gemma":[0.9994348,0.000117541946,0.00009485758,0.00021748502,0.000056941964,0.000078319696],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001979306,0.0002793362,0.00023827182,0.00036558355,0.00025373086,0.00013477347,0.00014011213,0.00005279677,0.000037863327],"category_scores_gemma":[0.000029656958,0.00024002275,0.00011769523,0.0006798506,0.000050807987,0.00010238488,0.00012785401,0.00028617575,0.0000013257977],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000024424508,0.000005325458,0.006995985,0.0001911145,0.0003335801,0.0000021997332,0.0009194552,0.6663398,0.0016458964,0.002082108,0.00003865638,0.3214214],"study_design_scores_gemma":[0.0025571298,0.0001733233,0.49419442,0.004917258,0.00062915107,0.00013487319,0.009132143,0.47794762,0.007245591,0.00051444554,0.0006799979,0.0018740547],"about_ca_topic_score_codex":0.00014514332,"about_ca_topic_score_gemma":0.000015681106,"teacher_disagreement_score":0.48719844,"about_ca_system_score_codex":0.00011591376,"about_ca_system_score_gemma":0.000011167666,"threshold_uncertainty_score":0.9787844},"labels":[],"label_agreement":null},{"id":"W4416947709","doi":"10.1108/ecam-04-2025-0645","title":"Scan-to-BIM approach for enhanced semi-automated cost management in modular off-site construction","year":2025,"lang":"en","type":"article","venue":"Engineering Construction & Architectural Management","topic":"BIM and Construction Integration","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Alberta; École de Technologie Supérieure; National Research Council Canada","funders":"Mitacs","keywords":"Modular design; Cost estimate; Prefabrication; Cost efficiency; Cost driver; Modular programming; Cost accounting; Cost reduction; Lean manufacturing","score_opus":0.0038265241752745375,"score_gpt":0.20396387286185955,"score_spread":0.200137348686585,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4416947709","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.15266228,0.000121401004,0.8331438,0.00008701632,0.0021012605,0.0021702934,0.000023221966,0.0018165496,0.00787419],"genre_scores_gemma":[0.8168467,0.000068299385,0.18136312,0.000054803415,0.00008397421,0.0012221761,0.000093787196,0.000049242335,0.00021784374],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9980627,0.000025456155,0.0006036663,0.00054853386,0.00023162825,0.0005280478],"domain_scores_gemma":[0.9993676,0.000031459997,0.00005571827,0.0003773634,0.00006209142,0.00010575075],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00015939336,0.0004211032,0.00034843988,0.0013581224,0.00011965188,0.00011168687,0.00021576376,0.00012299804,0.0000191878],"category_scores_gemma":[0.000011629779,0.00047331245,0.00013011413,0.0011870944,0.000067981404,0.00016501863,0.000080177066,0.00026753292,0.000013480066],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000039905983,0.0000128284,0.00007786324,0.00044356237,0.00020849433,0.0000022013874,0.00006997721,0.7069319,0.0027594734,0.027626898,0.00012280712,0.2617041],"study_design_scores_gemma":[0.0017818817,0.00003207544,0.0046593943,0.0002964237,0.00011094242,0.000051690848,0.000520337,0.9744852,0.006999024,0.00069872924,0.009719726,0.0006445658],"about_ca_topic_score_codex":0.000009689149,"about_ca_topic_score_gemma":0.000009625154,"teacher_disagreement_score":0.66418445,"about_ca_system_score_codex":0.00045513618,"about_ca_system_score_gemma":0.000011363857,"threshold_uncertainty_score":0.99977183},"labels":[],"label_agreement":null},{"id":"W7081981143","doi":"10.1108/ecam-04-2025-0585","title":"A human-centered framework for assessing task complexity in construction: a cognitive load perspective","year":2025,"lang":"en","type":"article","venue":"Engineering Construction & Architectural Management","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Task (project management); Cognitive load; Cognition; Construct (python library); Process (computing); Task analysis; Perspective (graphical); Cognitive model","score_opus":0.023078064672263962,"score_gpt":0.2847655589276697,"score_spread":0.2616874942554057,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7081981143","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.047505315,0.000054658765,0.9412819,0.002060786,0.0007934815,0.00058230606,0.0000045297434,0.0002864334,0.007430594],"genre_scores_gemma":[0.71312,0.000001581932,0.2865437,0.000071556664,0.000048301634,0.000095377654,0.0000039426673,0.0000032531912,0.00011231057],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9985411,0.00003911638,0.00031259,0.0005661013,0.00017305325,0.00036804882],"domain_scores_gemma":[0.9992632,0.00014326697,0.000097857905,0.0002785872,0.00016645888,0.000050629955],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00020162361,0.0002314685,0.00024229853,0.00029174553,0.00021952915,0.00018975431,0.00034256149,0.00007541127,0.000013806323],"category_scores_gemma":[0.00019012277,0.00025131062,0.00010215833,0.00063906796,0.00016080696,0.00018778772,0.00027185126,0.00032402456,0.0000020979992],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000017796458,0.000032182656,0.00062260387,0.00023313552,0.00012930292,0.000014894856,0.00052189175,0.00623482,0.0002521857,0.951208,0.000018207673,0.04071499],"study_design_scores_gemma":[0.0039269077,0.00009393964,0.046340056,0.0023816528,0.000097347074,0.00026455746,0.006213733,0.14463763,0.0016245887,0.790177,0.00313775,0.0011048336],"about_ca_topic_score_codex":0.000025980653,"about_ca_topic_score_gemma":0.000006601065,"teacher_disagreement_score":0.66561466,"about_ca_system_score_codex":0.00028804308,"about_ca_system_score_gemma":0.000039658964,"threshold_uncertainty_score":0.9999939},"labels":[],"label_agreement":null},{"id":"W7117460599","doi":"10.1108/ecam-04-2025-0550","title":"Human-centered design and development framework for autonomous inspection robot systems in Lean Construction 4.0","year":2025,"lang":"en","type":"article","venue":"Engineering Construction & Architectural Management","topic":"Innovations in Concrete and Construction Materials","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Agile software development; Robot; Adaptability; Value stream mapping; Hazardous waste; Agile manufacturing; Lean manufacturing","score_opus":0.016419867177959988,"score_gpt":0.2393217064278438,"score_spread":0.22290183924988383,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7117460599","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.22372016,0.00012658932,0.77132213,0.000033732915,0.0030087072,0.00088218536,0.0000033721274,0.0006944783,0.0002086317],"genre_scores_gemma":[0.6482444,0.000016785332,0.35123998,0.000012277451,0.00008451794,0.00033275946,0.00001318073,0.000026106925,0.000029991545],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998637,0.000023256913,0.000598819,0.0003197223,0.00010983838,0.00031134416],"domain_scores_gemma":[0.9995957,0.000058455287,0.00006699374,0.00019374846,0.000047212034,0.00003787743],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00023131075,0.00027295222,0.0002735491,0.00085116207,0.00019993735,0.00013509068,0.00010891927,0.000116627976,0.000008807099],"category_scores_gemma":[0.000017958744,0.00031621158,0.00003487945,0.00042240744,0.00007748069,0.00012324138,0.00004798747,0.00020528221,0.0000028012453],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002716219,0.0000069464163,0.0002756425,0.00070903916,0.00022451584,0.0000028259542,0.00016090536,0.6611984,0.004247145,0.21541996,0.000044916043,0.11768254],"study_design_scores_gemma":[0.009450302,0.00027168868,0.028015245,0.0043799854,0.00034126308,0.0008408168,0.004427469,0.8269722,0.05129239,0.029509744,0.04036043,0.00413851],"about_ca_topic_score_codex":0.000007785829,"about_ca_topic_score_gemma":0.000001698704,"teacher_disagreement_score":0.42452425,"about_ca_system_score_codex":0.00031145808,"about_ca_system_score_gemma":0.000019739558,"threshold_uncertainty_score":0.999929},"labels":[],"label_agreement":null}]}