{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":28,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":28,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"fa331901f6d2","filters":{"venue":"International Journal of Construction Management"}},"results":[{"id":"W2103716482","doi":"10.1080/15623599.2014.899129","title":"Prefabrication as a mean of minimizing construction waste on site","year":2014,"lang":"en","type":"article","venue":"International Journal of Construction Management","topic":"Recycled Aggregate Concrete Performance","field":"Engineering","cited_by":111,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Prefabrication; Construction waste; Workmanship; Waste management; Engineering; Demolition; Cleaner production; Waste material; Municipal solid waste; Production (economics); Civil engineering; Operations management","authors":[{"name":"Vivian W.Y. Tam","is_ca":false},{"name":"Jane J. L. Hao","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.004629546603519642,"gpt":0.2113080349822999,"spread":0.2066784883787803,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007181389,0.0003823739,0.0002330547,0.0004655093,0.0004255946,0.0004619355,0.00060279,0.0002964943,0.001363138],"category_scores_gemma":[0.0009638935,0.0001312824,0.0002064522,0.0006751755,0.0003970715,0.0005136871,0.000466391,0.0003384496,0.0002102107],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000402856,"about_ca_system_score_gemma":0.0009686863,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003394076,"about_ca_topic_score_gemma":0.009678019,"domain_scores_codex":[0.9994063,0.0001587818,0.00003933668,0.0000540154,0.0002531177,0.00008840713],"domain_scores_gemma":[0.9993653,0.0001088677,0.000261465,0.00009994165,0.0001228907,0.00004152836],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0005061359,0.001742859,0.08609813,0.001533213,0.00006292007,0.001251069,0.006338381,0.01105295,0.360533,0.002778946,0.001078207,0.5270241],"study_design_scores_gemma":[0.00006557637,0.01116552,0.6623811,0.0005481795,0.0002282153,0.002477149,0.01233403,0.007022625,0.2498542,0.00201908,0.05175369,0.0001508129],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9900711,0.0004017151,0.004600801,0.00009065391,0.000007223373,0.00007377812,0.00002184409,0.00003876733,0.0046942],"genre_scores_gemma":[0.9805071,0.0005479387,0.01637362,0.00002834985,0.000007450874,0.00002742769,0.0000430966,0.000007638173,0.002457422],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003394076,"threshold_uncertainty_score":0.006748617,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2789648104","doi":"10.1080/15623599.2017.1411458","title":"A BIM-based automation of design and drafting for manufacturing of wood panels for modular residential buildings","year":2018,"lang":"en","type":"article","venue":"International Journal of Construction Management","topic":"BIM and Construction Integration","field":"Engineering","cited_by":74,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"","keywords":"Modular design; Computer Aided Design; Engineering; Automation; Software; Manufacturing engineering; Building information modeling; CAD; Engineering drawing; Construction engineering; Systems engineering; Architectural engineering; Computer science; Mechanical engineering; Operations management; Scheduling (production processes)","authors":[{"name":"Aladdin Alwisy","is_ca":true},{"name":"Samer Bu Hamdan","is_ca":true},{"name":"Béda Barkokébas","is_ca":true},{"name":"Ahmed Bouferguène","is_ca":true},{"name":"Mohamed Al‐Hussein","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01147914226702346,"gpt":0.2417638026222733,"spread":0.2302846603552498,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006843846,0.0006311962,0.000358189,0.001024652,0.0004710814,0.0006862813,0.0007299116,0.0004163508,0.003396824],"category_scores_gemma":[0.001030521,0.0005115143,0.0005451979,0.0007199198,0.0003202891,0.0006005358,0.0009588014,0.0005175398,0.001402534],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00023808,"about_ca_system_score_gemma":0.001170148,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001147653,"about_ca_topic_score_gemma":0.001976697,"domain_scores_codex":[0.9993741,0.0001439194,0.00002715082,0.00008686488,0.0003207804,0.00004716968],"domain_scores_gemma":[0.9996849,0.00005789992,0.00002929626,0.0001329869,0.00007797627,0.00001693175],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001447021,0.000204017,0.002581511,0.0003070745,0.00003141463,0.0004395662,0.000642861,0.08941495,0.1176907,0.01733993,0.007059585,0.7641438],"study_design_scores_gemma":[0.00007129798,0.0004254788,0.009526134,0.0001256788,0.00006677149,0.001681144,0.0002595444,0.7061313,0.1807224,0.009118748,0.09176733,0.0001040359],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01710803,0.00006756619,0.974533,0.00003106253,0.0000161184,0.0001296483,0.0001735589,0.003566785,0.004374219],"genre_scores_gemma":[0.1183368,0.000123765,0.8787937,0.00001506753,0.000006006128,0.0001160021,0.0005530705,0.0002348711,0.00182068],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003396824,"threshold_uncertainty_score":0.01136345,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2985572923","doi":"10.1080/15623599.2019.1686836","title":"BIM-integrated TOPSIS-Fuzzy framework to optimize selection of sustainable building components","year":2019,"lang":"en","type":"article","venue":"International Journal of Construction Management","topic":"BIM and Construction Integration","field":"Engineering","cited_by":67,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"National Research Council Canada","funders":"","keywords":"Multiple-criteria decision analysis; TOPSIS; Sustainability; Computer science; Decision support system; Ideal solution; Process (computing); Fuzzy logic; Building information modeling; Analytic hierarchy process; Management science; Selection (genetic algorithm); Systems engineering; Operations research; Risk analysis (engineering); Engineering; Data mining; Machine learning; Artificial intelligence; Operations management","authors":[{"name":"Abdulwahed Fazeli","is_ca":false},{"name":"Farzad Jalaei","is_ca":true},{"name":"Mostafa Khanzadi","is_ca":false},{"name":"Saeed Banihashemi","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.004976882418034429,"gpt":0.2247198118053141,"spread":0.2197429293872797,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002136369,0.001212445,0.001015235,0.00269045,0.0009056419,0.002165847,0.001217054,0.0006597511,0.003519701],"category_scores_gemma":[0.001558729,0.0005175203,0.001564397,0.002546596,0.0005514038,0.0009798585,0.001418835,0.0007787878,0.0005461075],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001499158,"about_ca_system_score_gemma":0.002870585,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006997345,"about_ca_topic_score_gemma":0.007694974,"domain_scores_codex":[0.9983095,0.0006888859,0.0001038688,0.0001159629,0.0006779187,0.0001039286],"domain_scores_gemma":[0.9996899,0.0001088689,0.00004195212,0.0000191874,0.0001224062,0.00001768908],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00009244394,0.0001600487,0.001756936,0.0007265013,0.0002130677,0.000374116,0.0003936545,0.7485769,0.006400628,0.06441409,0.002830694,0.1740609],"study_design_scores_gemma":[0.00002363087,0.000106921,0.000624894,0.0001017086,0.00006517764,0.0001237012,0.0002624831,0.962839,0.002572915,0.02626509,0.006982419,0.00003211644],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.008348871,0.0003926019,0.9822232,0.00015946,0.0000293377,0.0001706302,0.0001443657,0.0002744912,0.008257079],"genre_scores_gemma":[0.3001764,0.0007425984,0.695185,0.00006237941,0.00002075061,0.0005756064,0.0004100784,0.00004177333,0.00278548],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.006997345,"threshold_uncertainty_score":0.01391321,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3011988108","doi":"10.1080/15623599.2020.1738205","title":"Application of knowledge discovery in database (KDD) techniques in cost overrun of construction projects","year":2020,"lang":"en","type":"article","venue":"International Journal of Construction Management","topic":"Construction Project Management and Performance","field":"Decision Sciences","cited_by":50,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"","keywords":"Computer science; Knowledge extraction; Data mining; Cluster analysis; Cost overrun; Data science; Rough set; Engineering; Machine learning; Construction industry; Construction engineering","authors":[{"name":"Mai Ghazal","is_ca":false},{"name":"Ahmed Hammad","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0634758657941571,"gpt":0.3759332557420735,"spread":0.3124573899479164,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006563149,0.0007954885,0.001351001,0.01079059,0.001049512,0.002512054,0.001631368,0.0009593899,0.0006334767],"category_scores_gemma":[0.02126165,0.0005277699,0.001335138,0.01084666,0.0005513676,0.002350273,0.001541394,0.001109912,0.0002104514],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001577183,"about_ca_system_score_gemma":0.002584067,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01627884,"about_ca_topic_score_gemma":0.0134731,"domain_scores_codex":[0.9950113,0.001612753,0.0006837561,0.0006924458,0.001759231,0.0002405231],"domain_scores_gemma":[0.9839029,0.01094688,0.001649795,0.001047656,0.002274903,0.0001778097],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002488926,0.000905477,0.1838854,0.001142881,0.0009099022,0.001002732,0.0009801892,0.2314219,0.001343695,0.01107276,0.005540368,0.5615457],"study_design_scores_gemma":[0.00005136475,0.0002481366,0.05076025,0.0002727564,0.0003321984,0.0006737827,0.0009390751,0.9167174,0.003330152,0.01862382,0.00793226,0.0001189053],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4416653,0.005821366,0.5345669,0.002892757,0.0002834506,0.0009110736,0.003073211,0.001079943,0.009705934],"genre_scores_gemma":[0.8459971,0.002105516,0.1497328,0.0001353321,0.00004805126,0.0002217553,0.001176041,0.0000247986,0.0005586456],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01627884,"threshold_uncertainty_score":0.03470963,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3018138076","doi":"10.1080/15623599.2020.1756028","title":"Construction workspace management: critical review and roadmap","year":2020,"lang":"en","type":"article","venue":"International Journal of Construction Management","topic":"BIM and Construction Integration","field":"Engineering","cited_by":30,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Concordia University","funders":"","keywords":"Workspace; Interdependence; Computer science; Task (project management); Space (punctuation); Process management; Work (physics); Scheduling (production processes); Management science; Construction engineering; Systems engineering; Operations management; Engineering; Artificial intelligence; Sociology","authors":[{"name":"C. A. Igwe","is_ca":true},{"name":"Fuzhan Nasiri","is_ca":true},{"name":"Amin Hammad","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01092682600490038,"gpt":0.2418711242796373,"spread":0.2309442982747369,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01857308,0.001499697,0.002644446,0.01809038,0.001574953,0.005029189,0.003545376,0.00425221,0.007588559],"category_scores_gemma":[0.04364035,0.001043172,0.002338461,0.01528737,0.003321318,0.008747596,0.002907575,0.00422417,0.002110809],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00535644,"about_ca_system_score_gemma":0.01919862,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005323626,"about_ca_topic_score_gemma":0.008260555,"domain_scores_codex":[0.9938474,0.002064649,0.001577011,0.0005534617,0.001644298,0.0003130685],"domain_scores_gemma":[0.9209232,0.05041629,0.004708471,0.00147747,0.0211405,0.00133402],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001353646,0.0001230758,0.0005948891,0.1351529,0.0002337535,0.0003513922,0.0008625693,0.0007086082,0.000308312,0.01323862,0.1001032,0.7481872],"study_design_scores_gemma":[0.00001912685,0.0001188231,0.001622002,0.1973382,0.000443788,0.0007626203,0.001332837,0.0002766515,0.0001997223,0.01000017,0.7878073,0.00007872589],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001063088,0.9926462,0.0004568498,0.00455045,0.001503502,0.00003693504,0.00003960722,0.00001472423,0.0006454877],"genre_scores_gemma":[0.001310839,0.9948396,0.001082604,0.001491449,0.000921456,0.00008563172,0.00006862824,0.000006921727,0.0001929402],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01857308,"threshold_uncertainty_score":0.098225,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2801904618","doi":"10.1080/15623599.2018.1462446","title":"Framework for target cost modelling in construction projects","year":2018,"lang":"en","type":"article","venue":"International Journal of Construction Management","topic":"BIM and Construction Integration","field":"Engineering","cited_by":19,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Activity-based costing; Computer science; Compatibility (geochemistry); Target costing; Cost estimate; Project management; Intuition; Construction management; Earned value management; Simulated annealing; Process (computing); Project planning; Systems engineering; Operations research; Risk analysis (engineering); Engineering","authors":[{"name":"Aladdin Alwisy","is_ca":true},{"name":"Ahmed Bouferguène","is_ca":true},{"name":"Mohamed Al‐Hussein","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0204039321566213,"gpt":0.2679611215543626,"spread":0.2475571893977414,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002941424,0.001272136,0.000746895,0.002639542,0.0007738021,0.003089928,0.003218362,0.0015985,0.005412786],"category_scores_gemma":[0.004810088,0.0007507048,0.001920675,0.002905975,0.001254906,0.002496385,0.001756502,0.001694926,0.00125213],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002466062,"about_ca_system_score_gemma":0.002504639,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007933823,"about_ca_topic_score_gemma":0.006957483,"domain_scores_codex":[0.9981496,0.0008874428,0.000124176,0.0001835277,0.0005338769,0.0001212925],"domain_scores_gemma":[0.9988552,0.000627449,0.0001239365,0.0001305592,0.0002167141,0.00004608031],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000006810614,0.00002442979,0.0002532767,0.00005166067,0.00001572676,0.00006588554,0.00008160777,0.3764327,0.0002422335,0.6093819,0.0009891456,0.01245466],"study_design_scores_gemma":[0.000009293947,0.00001724797,0.0001156967,0.00004345167,0.00001235295,0.00006066342,0.00004354896,0.8029796,0.0002184709,0.1820515,0.0144329,0.0000153275],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.001049878,0.0001089944,0.9923768,0.0001436396,0.00001467597,0.00005687435,0.0000919462,0.0001008408,0.00605634],"genre_scores_gemma":[0.1373223,0.0008812523,0.853304,0.00007848567,0.00006024551,0.001075902,0.0004119841,0.0002044525,0.006661314],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.007933823,"threshold_uncertainty_score":0.01810759,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3046992156","doi":"10.1080/15623599.2020.1793075","title":"Integrated lean concepts and continuous/discrete-event simulation to examine productivity improvement in door assembly-line for residential buildings","year":2020,"lang":"en","type":"article","venue":"International Journal of Construction Management","topic":"Assembly Line Balancing Optimization","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"","keywords":"Discrete event simulation; Productivity; Modular design; Lean manufacturing; Reliability (semiconductor); Line (geometry); Investment (military); Computer science; Event (particle physics); Industrial engineering; Reliability engineering; Engineering; Manufacturing engineering; Simulation","authors":[{"name":"Mona Afifi","is_ca":false},{"name":"Ahmed Fotouh","is_ca":false},{"name":"Mohamed Al‐Hussein","is_ca":true},{"name":"Simaan AbouRizk","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.009836404467518203,"gpt":0.2791270726432487,"spread":0.2692906681757305,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008641346,0.0005812509,0.0003949009,0.0005167383,0.0002324815,0.0006349728,0.0004982183,0.0006318375,0.001183329],"category_scores_gemma":[0.001642866,0.000230627,0.0005212819,0.0004815388,0.0003480248,0.0003923766,0.00049474,0.0006378395,0.00008196113],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007070478,"about_ca_system_score_gemma":0.0007190541,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0067354,"about_ca_topic_score_gemma":0.005081857,"domain_scores_codex":[0.9996568,0.0001897398,0.0000131009,0.00002748466,0.00006595088,0.00004700521],"domain_scores_gemma":[0.9982697,0.001343959,0.0001354895,0.00006505509,0.0001265904,0.00005917027],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0000874083,0.0001011099,0.001208109,0.00002444697,0.00001109117,0.00003493078,0.00002806028,0.9939435,0.0009766211,0.001052546,0.00002517054,0.002507046],"study_design_scores_gemma":[0.000007060083,0.00005941126,0.0002366799,0.000002044126,0.00000351166,0.000002471817,0.00001971375,0.9986999,0.0007097284,0.0001876575,0.00006929213,0.000002457744],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.810335,0.0001696295,0.1822542,0.0001310463,0.00004245161,0.0001558746,0.0001459422,0.0002141061,0.006551693],"genre_scores_gemma":[0.9823467,0.00005973714,0.01697659,0.000009113617,0.000003232255,0.00006270957,0.00004355769,0.00000713208,0.0004913079],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0067354,"threshold_uncertainty_score":0.01339245,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4391361410","doi":"10.1080/15623599.2024.2304479","title":"Environmental life cycle assessment (LCA) for design of climate-resilient bridges – a comprehensive review and a case study","year":2024,"lang":"en","type":"review","venue":"International Journal of Construction Management","topic":"Concrete Corrosion and Durability","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Ministry of Transportation of Ontario; University of Ottawa; National Research Council Canada","funders":"","keywords":"Life-cycle assessment; Environmental science; Climate change; Engineering; Environmental planning; Environmental resource management; Architectural engineering; Ecology; Economics; Biology","authors":[{"name":"Farzad Jalaei","is_ca":true},{"name":"Jieying Zhang","is_ca":true},{"name":"Nkechi Mcneil- Ayuk","is_ca":true},{"name":"Craig McLeod","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03632661920297914,"gpt":0.3461889379128156,"spread":0.3098623187098365,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005352009,0.001038471,0.001235037,0.01368331,0.0005193296,0.002108017,0.001185934,0.001256233,0.002164463],"category_scores_gemma":[0.01008731,0.0004430277,0.001556447,0.01657488,0.0007608851,0.002300274,0.000687781,0.0008597833,0.0005411555],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00289936,"about_ca_system_score_gemma":0.00746721,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009857537,"about_ca_topic_score_gemma":0.01600997,"domain_scores_codex":[0.9965772,0.001035683,0.0006052814,0.0002693253,0.001393769,0.0001186957],"domain_scores_gemma":[0.9877601,0.007983033,0.001192667,0.0003597121,0.002568015,0.0001363908],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004233461,0.00009822779,0.001612641,0.1101407,0.0003725554,0.0003126616,0.0006450534,0.005089583,0.001914059,0.02024756,0.01795348,0.8415712],"study_design_scores_gemma":[0.000008269807,0.0001931156,0.007061066,0.08423632,0.0009355847,0.0006543029,0.001178234,0.002379072,0.001802369,0.007531002,0.8939344,0.00008641614],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001699062,0.9884992,0.003679442,0.0007998772,0.0001890473,0.00009059807,0.0002273707,0.00003209281,0.00478333],"genre_scores_gemma":[0.01672244,0.9770724,0.004812754,0.0003094418,0.0001303539,0.00009247963,0.0002377255,0.00001542581,0.0006070356],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01368331,"threshold_uncertainty_score":0.02830446,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4313493995","doi":"10.1080/15623599.2022.2159632","title":"An empirical evaluation of the causes leading to binding dispute resolution mechanisms in the Quebec construction industry","year":2023,"lang":"en","type":"article","venue":"International Journal of Construction Management","topic":"Construction Project Management and Performance","field":"Decision Sciences","cited_by":17,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Dispute resolution; Coding (social sciences); Empirical research; Computer science; Operations research; Political science; Business; Engineering; Law; Sociology; Epistemology; Social science","authors":[{"name":"Ahmad J. Arar","is_ca":true},{"name":"Christine Papineau","is_ca":true},{"name":"Érik Poirier","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1584646146791643,"gpt":0.4569797147606516,"spread":0.2985151000814873,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01447174,0.0003464836,0.0003136574,0.004561532,0.01160725,0.004635188,0.002305697,0.001227987,0.004496546],"category_scores_gemma":[0.04686712,0.0005151137,0.0002790055,0.005279338,0.00397742,0.001649004,0.002265036,0.001524046,0.0001781372],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.06841382,"about_ca_system_score_gemma":0.07004095,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9499577,"about_ca_topic_score_gemma":0.9765896,"domain_scores_codex":[0.9867937,0.005845028,0.0006236578,0.0006612,0.003687438,0.002389027],"domain_scores_gemma":[0.9197847,0.04549572,0.009209801,0.001281352,0.02159012,0.002638327],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000406416,0.0007747725,0.6618546,0.0008195576,0.0001102355,0.003330569,0.2300585,0.002701136,0.001587857,0.01429337,0.004446461,0.07961657],"study_design_scores_gemma":[0.00004836939,0.0002083617,0.5657901,0.0005954404,0.00005647646,0.000293984,0.4124895,0.005608019,0.0006441034,0.000618196,0.0135778,0.00006972636],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9875683,0.0003972948,0.000777794,0.0008324597,0.00000974505,0.0003314012,0.0001375792,0.000007320176,0.009938029],"genre_scores_gemma":[0.9969462,0.0003190364,0.0006666884,0.0001072689,0.00000309431,0.00009217561,0.00007538329,0.000002590306,0.001787645],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06841382,"threshold_uncertainty_score":0.4963793,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2002198722","doi":"10.1080/15623599.2011.10773160","title":"Construction Waste Challenges in Hong Kong and Pearl River Delta Region","year":2011,"lang":"en","type":"article","venue":"International Journal of Construction Management","topic":"Recycled Aggregate Concrete Performance","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Pearl; Construction waste; Environmental planning; Geography; Environmental resource management; Business; Civil engineering; Environmental protection; Engineering; Environmental science; Waste management; Archaeology","authors":[{"name":"Jian Li Hao","is_ca":true},{"name":"Vivian W.Y. Tam","is_ca":false},{"name":"Hongping Yuan","is_ca":false},{"name":"Jinqi Wang","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02827176972287309,"gpt":0.2099942892264275,"spread":0.1817225195035544,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001130829,0.0001973037,0.0002699379,0.0004651656,0.003924735,0.002318269,0.0006038912,0.0006908834,0.001327778],"category_scores_gemma":[0.001147751,0.0002106477,0.0001843237,0.001477284,0.001550039,0.001239493,0.001713263,0.0005307602,0.0001015618],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006131184,"about_ca_system_score_gemma":0.01069956,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.216622,"about_ca_topic_score_gemma":0.3443989,"domain_scores_codex":[0.9988695,0.0004224361,0.0000805091,0.00006614866,0.0001700761,0.0003914005],"domain_scores_gemma":[0.998681,0.0003355391,0.0003097718,0.00003488018,0.0003083967,0.0003303922],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002869476,0.0004276571,0.4736346,0.001072159,0.00008350189,0.0192152,0.4398853,0.003119387,0.005055251,0.008960534,0.006048099,0.04221129],"study_design_scores_gemma":[0.000003887872,0.00006988203,0.1187148,0.0001088007,0.000009885741,0.000360213,0.8664492,0.0002312603,0.0004687505,0.0001654762,0.01339563,0.00002211773],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965772,0.0002667296,0.00004106182,0.0007230283,0.000005209305,0.00001737459,0.00003369362,0.00000102775,0.002334639],"genre_scores_gemma":[0.9962711,0.0009274491,0.0001239307,0.0001699276,0.000004037052,0.00002547538,0.00004980165,0.000001775257,0.002426445],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.216622,"threshold_uncertainty_score":0.4307223,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2974685136","doi":"10.1080/15623599.2019.1661572","title":"Integrating an expert system with BrIMS, cost estimation, and linear scheduling at conceptual design stage of bridge projects","year":2019,"lang":"en","type":"article","venue":"International Journal of Construction Management","topic":"BIM and Construction Integration","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Ottawa","funders":"","keywords":"Cost estimate; Bridge (graph theory); Computer science; Scheduling (production processes); Conceptual design; Interoperability; Decision support system; Software deployment; Operations research; Systems engineering; Industrial engineering; Engineering; Software engineering; Data mining; Operations management","authors":[{"name":"Nizar Markiz","is_ca":true},{"name":"Ahmad Jrade","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01917194687099711,"gpt":0.2499096707881216,"spread":0.2307377239171245,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003164065,0.0005897077,0.0006599416,0.001443455,0.0004667181,0.001771062,0.001124245,0.0008498029,0.005046671],"category_scores_gemma":[0.005797022,0.0003553478,0.0004399492,0.0007545412,0.0002618076,0.001268244,0.001042843,0.0006768749,0.001527289],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006810933,"about_ca_system_score_gemma":0.001774498,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002658091,"about_ca_topic_score_gemma":0.002211261,"domain_scores_codex":[0.9984254,0.0004931477,0.0002071561,0.0003128447,0.0004595947,0.0001020569],"domain_scores_gemma":[0.9975097,0.000999374,0.0002167615,0.00047655,0.0006659669,0.0001316908],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0008439557,0.0009259472,0.006359835,0.0003963796,0.0001414767,0.0005763088,0.001061189,0.1554815,0.03923859,0.01477161,0.007758253,0.7724448],"study_design_scores_gemma":[0.0001115279,0.0002436643,0.003046722,0.00006912123,0.0001156539,0.0001629548,0.0002952838,0.9485166,0.02224037,0.008651162,0.01647879,0.00006815131],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04100376,0.00006626134,0.9444404,0.0001978294,0.00004077503,0.0003239204,0.0002527173,0.008580848,0.0050935],"genre_scores_gemma":[0.3591614,0.000112394,0.6349633,0.0001134082,0.00004645986,0.0004056761,0.0005922684,0.0001515653,0.004453465],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005046671,"threshold_uncertainty_score":0.01688278,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3193604050","doi":"10.1080/15623599.2021.1963921","title":"Comparative analysis of leading and lagging indicators of construction disability management performance: an exploratory study","year":2021,"lang":"en","type":"article","venue":"International Journal of Construction Management","topic":"Occupational Health and Safety Research","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"University of Manitoba","funders":"","keywords":"Lagging; Maturity (psychological); Performance indicator; Service Integration Maturity Model; Exploratory research; Work (physics); Capability Maturity Model; Sample (material); Business; Operations management; Performance management; Process management; Marketing; Engineering; Computer science; Statistics; Psychology; Mathematics; Social science","authors":[{"name":"Rhoda Ansah Quaigrain","is_ca":true},{"name":"Mohamed Issa","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07109092929565895,"gpt":0.4745633500119549,"spread":0.4034724207162959,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007129389,0.0002949571,0.0003159239,0.004145641,0.000545949,0.001433468,0.000458463,0.000399995,0.0009075241],"category_scores_gemma":[0.01670131,0.0001560901,0.0005394331,0.00359966,0.0007686038,0.001449938,0.001621588,0.0006211275,0.0001978953],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001699956,"about_ca_system_score_gemma":0.001927737,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006551665,"about_ca_topic_score_gemma":0.008868278,"domain_scores_codex":[0.9960114,0.001675344,0.0003408274,0.0002221148,0.001136873,0.0006134316],"domain_scores_gemma":[0.9803351,0.009370128,0.004466468,0.0006500651,0.003886168,0.001292057],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001936359,0.0002447341,0.9824866,0.00004179479,0.00004492667,0.00007402904,0.005428704,0.0002740025,0.0004201638,0.0002513139,0.00006397894,0.01047617],"study_design_scores_gemma":[0.000003076405,0.0005918186,0.9887992,0.00001927863,0.00001248137,0.00004549084,0.009451302,0.0005440363,0.0001989372,0.00009077365,0.0002334634,0.00001021448],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992521,0.00003120037,0.0002614982,0.00001579153,8.186897e-7,0.00002535157,0.00006759226,0.000001786137,0.000343836],"genre_scores_gemma":[0.999536,0.00002219889,0.0002319151,0.000004962159,0.000001013018,0.00002750916,0.00008958414,0.000001022214,0.00008583075],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007129389,"threshold_uncertainty_score":0.03770423,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3088827038","doi":"10.1080/15623599.2020.1819583","title":"Scheduling tools for the construction industry: overview and decision support system for tool selection","year":2020,"lang":"en","type":"article","venue":"International Journal of Construction Management","topic":"BIM and Construction Integration","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université Laval","funders":"","keywords":"Lagging; Automation; Process management; Computer science; Productivity; Schedule; Process (computing); Enterprise resource planning; Identification (biology); Engineering management; Operations management; Engineering","authors":[{"name":"Alexandre Desgagné-Lebeuf","is_ca":true},{"name":"Nadia Lehoux","is_ca":true},{"name":"Robert Beauregard","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02677347746712758,"gpt":0.2663400199148266,"spread":0.239566542447699,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005501951,0.001439553,0.001356225,0.008890443,0.0009795635,0.003780295,0.001571992,0.001402259,0.005855854],"category_scores_gemma":[0.009185102,0.0009264356,0.00162317,0.006766437,0.0003390838,0.002803251,0.001368286,0.0008402238,0.002502807],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001126183,"about_ca_system_score_gemma":0.003049613,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003213616,"about_ca_topic_score_gemma":0.004944855,"domain_scores_codex":[0.9970585,0.0007758085,0.0007578029,0.0003546829,0.0009328049,0.0001204342],"domain_scores_gemma":[0.9944364,0.003182561,0.0006930665,0.0002776058,0.001196839,0.0002135317],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007617658,0.0003791012,0.007124011,0.007147339,0.0002288453,0.0007122682,0.001165042,0.01186548,0.0117211,0.004277439,0.01719567,0.937422],"study_design_scores_gemma":[0.0009613957,0.001680196,0.0375559,0.0115282,0.001831154,0.003624821,0.004423664,0.3594866,0.0560997,0.02351901,0.4984149,0.0008744751],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"review","genre_scores_codex":[0.05103627,0.03405208,0.8463929,0.002869746,0.0004491391,0.005412591,0.01130516,0.02989032,0.01859174],"genre_scores_gemma":[0.1136702,0.0159348,0.8576212,0.0002801514,0.0001606396,0.002384814,0.006084406,0.0002994507,0.003564373],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.008890443,"threshold_uncertainty_score":0.0290975,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2089069119","doi":"10.1080/15623599.2006.10773089","title":"Value in Construction: An International Study","year":2006,"lang":"en","type":"article","venue":"International Journal of Construction Management","topic":"Construction Project Management and Performance","field":"Decision Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Value (mathematics); Stakeholder; Theme (computing); Business; Construction industry; Public relations; Questionnaire; Marketing; Engineering; Political science; Sociology; Social science; Computer science","authors":[{"name":"Angela Lee","is_ca":false},{"name":"Peter Barrett","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04510775502772745,"gpt":0.3789012302370778,"spread":0.3337934752093503,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005974055,0.0003367457,0.0003413105,0.003899967,0.004168188,0.008331921,0.0004571941,0.0008797554,0.005062339],"category_scores_gemma":[0.007779943,0.0002243357,0.0002604776,0.01233284,0.007778327,0.005546284,0.004174734,0.002010657,0.0004150805],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00549141,"about_ca_system_score_gemma":0.003366699,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004892604,"about_ca_topic_score_gemma":0.006806883,"domain_scores_codex":[0.9959081,0.002190234,0.0001875534,0.0003101885,0.0007629358,0.0006409102],"domain_scores_gemma":[0.991188,0.004755883,0.001238824,0.0006024858,0.001198333,0.001016429],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0003176978,0.0006294221,0.09290281,0.0008583365,0.00004423867,0.001729385,0.3593922,0.0007398628,0.001043157,0.3186794,0.01120346,0.2124601],"study_design_scores_gemma":[0.00001754182,0.0003199937,0.1410048,0.001457299,0.00003556837,0.0017216,0.4413801,0.0005476923,0.0008043694,0.0200578,0.3926092,0.00004409466],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6051496,0.01242225,0.002880916,0.005656298,0.0002448236,0.00006142995,0.0001176035,0.00001166683,0.3734554],"genre_scores_gemma":[0.9905943,0.005040066,0.0003564154,0.0001996252,0.00004588082,0.00002426766,0.00003700115,0.00001163291,0.003690679],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008331921,"threshold_uncertainty_score":0.03984314,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4310525981","doi":"10.1080/15623599.2022.2146277","title":"Awareness of the global sand crisis and sand substitutes in the construction industry in the United States and Canada: a stakeholder analysis","year":2022,"lang":"en","type":"article","venue":"International Journal of Construction Management","topic":"Recycled Aggregate Concrete Performance","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Purchasing; Stakeholder; Business; Sustainability; Marketing; Environmental resource management; Public relations; Political science; Economics; Ecology","authors":[{"name":"Sheila M. Puffer","is_ca":false},{"name":"Adel A. Zadeh","is_ca":false},{"name":"Yunxin Peng","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01242335039345092,"gpt":0.2263213115476542,"spread":0.2138979611542033,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002114412,0.0001972792,0.0002300792,0.001901181,0.005143821,0.002603289,0.0006788724,0.0006507951,0.00170149],"category_scores_gemma":[0.005895111,0.0001654219,0.0002769172,0.003412547,0.001947813,0.001109132,0.002009393,0.0009482391,0.000080555],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03368291,"about_ca_system_score_gemma":0.04937493,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9805205,"about_ca_topic_score_gemma":0.9900574,"domain_scores_codex":[0.9977378,0.0003828642,0.00008159559,0.0001076938,0.001001948,0.0006881448],"domain_scores_gemma":[0.9932733,0.001436239,0.0006791907,0.00008802866,0.003409957,0.001113291],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001751901,0.000130914,0.7688313,0.0001705095,0.00003792113,0.001007968,0.192169,0.0004612663,0.001075995,0.002881066,0.002915194,0.03014375],"study_design_scores_gemma":[0.000003725536,0.00004561469,0.4487743,0.00008423563,0.00002288272,0.000105292,0.5436049,0.0005526112,0.0002786293,0.0001534588,0.006339427,0.00003502654],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9924165,0.0001396558,0.00007003963,0.001121707,0.000003030076,0.00003469929,0.0001350464,0.00000254266,0.006076632],"genre_scores_gemma":[0.9984779,0.0002976941,0.00006148369,0.0001777868,0.000001837044,0.00001226549,0.00008261834,0.000001931205,0.0008865485],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03368291,"threshold_uncertainty_score":0.2443877,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4312180710","doi":"10.1080/15623599.2022.2159628","title":"Decision support system (DSS) for selecting sustainable insulation material using Pareto search and novel fuzzy-modified technique for order of preference by similarity to ideal solution (TOPSIS) approach","year":2022,"lang":"en","type":"article","venue":"International Journal of Construction Management","topic":"Multi-Criteria Decision Making","field":"Decision Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"","keywords":"TOPSIS; Ideal solution; Preference; Similarity (geometry); Pareto principle; Mathematical optimization; Multi-objective optimization; Ideal (ethics); Order (exchange); Fuzzy logic; Decision support system; Data mining; Mathematics; Computer science; Artificial intelligence; Machine learning; Engineering; Operations research; Statistics; Economics; Chemistry","authors":[{"name":"Sungyi Kim","is_ca":true},{"name":"Ahmed Hammad","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1412321751403069,"gpt":0.4047299272236309,"spread":0.263497752083324,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001861378,0.0009648468,0.0009995502,0.002114784,0.0007856423,0.001650617,0.00104191,0.0008644851,0.003617328],"category_scores_gemma":[0.002515657,0.0003415536,0.0008697871,0.001768317,0.0002824005,0.001120262,0.001091843,0.0008198137,0.0006280306],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006526066,"about_ca_system_score_gemma":0.001475587,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001706423,"about_ca_topic_score_gemma":0.002146643,"domain_scores_codex":[0.9989076,0.000354384,0.0001357106,0.0001311007,0.0004170096,0.00005422348],"domain_scores_gemma":[0.9991028,0.000408618,0.0001002634,0.0000507748,0.0002934426,0.00004410415],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003875349,0.000361555,0.003075162,0.001427621,0.000229406,0.0004781496,0.0006946333,0.3074624,0.02972296,0.02924111,0.006710342,0.6202091],"study_design_scores_gemma":[0.0001086555,0.0003458755,0.000946519,0.0001444743,0.0001056691,0.000154238,0.0002821206,0.9630288,0.0107878,0.01464984,0.009384491,0.00006151222],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0171237,0.0001676014,0.978522,0.0001574297,0.00003457533,0.0002693198,0.0002304946,0.000836329,0.00265847],"genre_scores_gemma":[0.2860361,0.0003966148,0.7102422,0.00008477929,0.00003046468,0.0007104497,0.0005832742,0.00003459173,0.00188159],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003617328,"threshold_uncertainty_score":0.01210111,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4412430439","doi":"10.1080/15623599.2025.2530647","title":"Quantification of economic influences on technology adoption and diffusion in the construction industry","year":2025,"lang":"en","type":"article","venue":"International Journal of Construction Management","topic":"BIM and Construction Integration","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Okanagan College; Okanagan University College; University of British Columbia, Okanagan Campus; University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Diffusion; Business; Industrial organization; Construction industry; Economic geography; Economics; Engineering; Construction engineering","authors":[{"name":"Saeide Bigdellou","is_ca":true},{"name":"Qian Chen","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.006926203295985709,"gpt":0.2470863109695232,"spread":0.2401601076735375,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002615167,0.000228743,0.0002475272,0.001279004,0.0004061174,0.001671981,0.0002916413,0.0004652321,0.001895065],"category_scores_gemma":[0.01638391,0.000201673,0.0004060653,0.001609645,0.0006013503,0.001386865,0.001022047,0.0005922181,0.0002079675],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001380488,"about_ca_system_score_gemma":0.0007058514,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008054136,"about_ca_topic_score_gemma":0.008308778,"domain_scores_codex":[0.9986957,0.0006046241,0.00006481342,0.0001414473,0.0002404503,0.0002530359],"domain_scores_gemma":[0.9835455,0.01261253,0.00224153,0.0004985363,0.0007383442,0.0003635086],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003167336,0.0002726256,0.9388128,0.00006529264,0.0001255135,0.0002295072,0.001315534,0.03071868,0.0007767795,0.006869656,0.0001849902,0.02031192],"study_design_scores_gemma":[0.00001215101,0.0002606133,0.9014557,0.00005592569,0.00009874828,0.00007780212,0.004685818,0.08621914,0.0008853148,0.004400212,0.001813416,0.00003524056],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966337,0.00005931215,0.0009747348,0.00005525675,0.000001135566,0.00001344346,0.00006571671,0.0000029012,0.002193816],"genre_scores_gemma":[0.9993107,0.00005385141,0.0003786428,0.000003754316,0.000001180318,0.00001155979,0.00005028952,0.000001427802,0.0001884174],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008054136,"threshold_uncertainty_score":0.01601452,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4403608211","doi":"10.1080/15623599.2024.2417629","title":"Reducing serious injuries and fatalities in industrial construction-application of machine learning to analyze emotional intelligence and psychosocial factors","year":2024,"lang":"en","type":"article","venue":"International Journal of Construction Management","topic":"Occupational Health and Safety Research","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true},"ca_institutions":"PCL Construction (Canada); University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Psychosocial; Emotional intelligence; Psychology; Applied psychology; Computer science; Engineering; Forensic engineering; Developmental psychology; Psychotherapist","authors":[{"name":"Rose Marie Charuvil Elizabeth","is_ca":true},{"name":"Fereshteh Sattari","is_ca":true},{"name":"Lianne Lefsrud","is_ca":true},{"name":"Brian Gue","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05227812744158545,"gpt":0.4391927123217536,"spread":0.3869145848801681,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001749018,0.000455186,0.0003049492,0.003635481,0.000724006,0.001511181,0.0003977678,0.000304323,0.000797908],"category_scores_gemma":[0.006975964,0.0001522897,0.0006124565,0.002074783,0.0003440193,0.0008206243,0.0007003162,0.0005785804,0.0001572277],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002263674,"about_ca_system_score_gemma":0.002933085,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05898922,"about_ca_topic_score_gemma":0.0911497,"domain_scores_codex":[0.9991493,0.0003300494,0.00007006052,0.0001175451,0.0002037662,0.0001292527],"domain_scores_gemma":[0.9963802,0.001785679,0.0007279678,0.0001210304,0.0008023187,0.0001828698],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001072078,0.0003928024,0.7892351,0.0002694157,0.0001725127,0.0001070399,0.001484335,0.01503534,0.0008337182,0.000590967,0.001078303,0.1906933],"study_design_scores_gemma":[0.00001272389,0.0002509627,0.794752,0.0002218395,0.0001697697,0.0001003356,0.007871659,0.1899096,0.001678681,0.002872624,0.002115246,0.00004454805],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9729936,0.0005738431,0.02042782,0.0008800744,0.00002746093,0.000203059,0.000727097,0.0001326377,0.004034307],"genre_scores_gemma":[0.9884239,0.0002716547,0.01054552,0.00002821675,0.000008923376,0.00005445091,0.0003743272,0.000005097447,0.000287919],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05898922,"threshold_uncertainty_score":0.1172917,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4415999168","doi":"10.1080/15623599.2025.2559091","title":"Deep learning-based forecasting for construction project duration at completion","year":2025,"lang":"en","type":"article","venue":"International Journal of Construction Management","topic":"Construction Project Management and Performance","field":"Decision Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"","keywords":"Duration (music); Completion (oil and gas wells); Production (economics); Set (abstract data type); Data collection","authors":[{"name":"Cristhian Laura-Portugal","is_ca":true},{"name":"Ahmed Hammad","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07570614679150699,"gpt":0.376289260794616,"spread":0.300583114003109,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006861584,0.0006870849,0.0003350817,0.0009749067,0.0001633707,0.0005318895,0.0006326438,0.0003905236,0.00176276],"category_scores_gemma":[0.002627557,0.0003024037,0.000422527,0.0009852923,0.000153097,0.0006640004,0.0004757591,0.0009622896,0.000496487],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009415133,"about_ca_system_score_gemma":0.0009000165,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02698081,"about_ca_topic_score_gemma":0.03198769,"domain_scores_codex":[0.9997845,0.00003410859,0.00001590423,0.00006785522,0.00005948321,0.00003820207],"domain_scores_gemma":[0.9993069,0.0002751176,0.0001065944,0.00005049487,0.0002111453,0.00004980385],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00007333246,0.00004850605,0.009527796,0.00004987908,0.00002749427,0.0000323793,0.00003677186,0.918802,0.000804402,0.001202988,0.002339256,0.06705519],"study_design_scores_gemma":[0.000001318267,0.000007190409,0.00105203,0.000004264766,0.000003014451,0.000002638615,0.000004815783,0.9977753,0.0003189803,0.0005472633,0.0002803434,0.000002815982],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3983744,0.0009402444,0.5826855,0.0007811098,0.000169502,0.00006314678,0.005681807,0.003768454,0.007535787],"genre_scores_gemma":[0.9618016,0.0002605671,0.03322044,0.00003780572,0.00002348467,0.00005372471,0.002768966,0.00006443118,0.001768899],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02698081,"threshold_uncertainty_score":0.05364752,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4402697336","doi":"10.1080/15623599.2024.2404286","title":"Disability inclusion studies in the construction industry: a mixed review approach","year":2024,"lang":"en","type":"review","venue":"International Journal of Construction Management","topic":"Construction Project Management and Performance","field":"Decision Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Inclusion (mineral); Business; Sociology; Gender studies","authors":[{"name":"Owusu Dapaah Cecilia","is_ca":false},{"name":"Ernest Kissi","is_ca":false},{"name":"Eluerkeh Kenneth","is_ca":false},{"name":"Owusu-Boadi Juliet","is_ca":false},{"name":"Badu Edward","is_ca":false},{"name":"Abu Ivy Maame","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2985584509050042,"gpt":0.5199465035211241,"spread":0.2213880526161199,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04588211,0.001397497,0.004938004,0.03614242,0.002000894,0.006624857,0.002171055,0.002682433,0.003817177],"category_scores_gemma":[0.1203345,0.001215404,0.004388464,0.02926627,0.001702524,0.005387906,0.003906693,0.001427418,0.0006194445],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006064511,"about_ca_system_score_gemma":0.02204904,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003379579,"about_ca_topic_score_gemma":0.0128905,"domain_scores_codex":[0.963362,0.0140649,0.01351479,0.001667186,0.006755888,0.0006351582],"domain_scores_gemma":[0.8604347,0.1060196,0.01150723,0.003285368,0.01766114,0.001091948],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002063145,0.00007646197,0.002210405,0.7858564,0.003596884,0.0006074737,0.004088922,0.0002226521,0.0009675983,0.004237004,0.003620704,0.1943093],"study_design_scores_gemma":[0.00007722231,0.0003925605,0.003772376,0.86452,0.01404516,0.001389724,0.006532099,0.0001700986,0.0009880797,0.002332649,0.105701,0.00007908442],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003113579,0.9881295,0.002272663,0.001433795,0.0005986101,0.002265483,0.000410418,0.00001657828,0.00175929],"genre_scores_gemma":[0.0287403,0.9568833,0.007124966,0.001335096,0.0003235208,0.004683907,0.0003157159,0.00001894275,0.0005742955],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.04588211,"threshold_uncertainty_score":0.2426507,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4404822956","doi":"10.1080/15623599.2024.2430928","title":"CCC2023_possibilities of obtaining energy from aerodynamic phenomena occurring in selected housing estates in Warsaw, Poland","year":2024,"lang":"en","type":"article","venue":"International Journal of Construction Management","topic":"Wind and Air Flow Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Impact","funders":"","keywords":"Aerodynamics; Energy (signal processing); Architectural engineering; Business; Engineering; Aerospace engineering; Physics","authors":[{"name":"Anna Stefańska","is_ca":false},{"name":"Maja Sutkowska","is_ca":false},{"name":"Julia Krawczyk","is_ca":false},{"name":"Małgorzata Kurcjusz","is_ca":false},{"name":"Agnieszka Chudzińska","is_ca":false},{"name":"Marta Poćwierz","is_ca":false},{"name":"Saurav Dixit","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.004631358769172655,"gpt":0.2218187691666471,"spread":0.2171874103974744,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003568878,0.0001521564,0.0001864452,0.0004268798,0.0006579565,0.0006264046,0.0001755982,0.0002240999,0.001179489],"category_scores_gemma":[0.0002558969,0.0001494929,0.0001612194,0.0003618902,0.0006126066,0.0003785603,0.0003910733,0.0001894223,0.0001891441],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002599385,"about_ca_system_score_gemma":0.0003025009,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005125368,"about_ca_topic_score_gemma":0.01956542,"domain_scores_codex":[0.999869,0.00002689499,0.000006668281,0.00002974198,0.0000372282,0.00003043744],"domain_scores_gemma":[0.9998902,0.00002982324,0.00001966089,0.00002241265,0.00002662032,0.00001128746],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002152831,0.001426218,0.5776393,0.0006421679,0.0001963547,0.006135395,0.009390216,0.04009398,0.2211202,0.0065163,0.003149427,0.1315375],"study_design_scores_gemma":[0.00009784566,0.001082641,0.8898329,0.00007942729,0.00009867828,0.0009126035,0.01398983,0.02433271,0.05749874,0.001218846,0.0107863,0.00006957479],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976163,0.00002252509,0.0004828186,0.000009436069,0.000001989163,0.00001576982,0.0001020263,0.000008213804,0.001740995],"genre_scores_gemma":[0.9985663,0.00003222693,0.0006586481,0.000002308293,5.843434e-7,0.00001249556,0.00005797551,0.000003641542,0.0006658203],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005125368,"threshold_uncertainty_score":0.01019108,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4242490359","doi":"10.1080/15623599.2011.10773180","title":"Book Review","year":2011,"lang":"en","type":"article","venue":"International Journal of Construction Management","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"","keywords":"Philosophy; Political science","authors":[{"name":"Siu Wai Wong","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0215312743031458,"gpt":0.2833782216807755,"spread":0.2618469473776297,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007659274,0.0006707713,0.0008162005,0.003248078,0.001164762,0.003539181,0.001211324,0.00189846,0.3089164],"category_scores_gemma":[0.004305639,0.0003263496,0.0004390774,0.003288524,0.0006367611,0.002067151,0.001376641,0.002266238,0.2835496],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00156987,"about_ca_system_score_gemma":0.0031566,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004034807,"about_ca_topic_score_gemma":0.01123674,"domain_scores_codex":[0.9991308,0.00007040187,0.00002486924,0.0000735013,0.0006312195,0.00006919482],"domain_scores_gemma":[0.9969542,0.000425745,0.0001265783,0.0001819677,0.001784024,0.0005275612],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000004153708,0.00000821098,0.00002443958,0.00006911891,0.00000111446,0.00002033269,0.000007316285,0.00002332822,0.00004232901,0.0008549851,0.9491994,0.04974518],"study_design_scores_gemma":[0.000001606246,0.000003414337,0.00006338274,0.00006957927,0.000001140492,0.00003638099,0.00001060836,0.0000101306,0.00001800353,0.0003247532,0.9994594,0.000001581542],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.0005968026,0.1262769,0.00192547,0.04599601,0.09610377,0.000217696,0.00101581,0.0007409283,0.7271266],"genre_scores_gemma":[0.001158882,0.02523038,0.0004920359,0.005874077,0.009268365,0.00005038496,0.0004350179,0.0001397241,0.9573512],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.3089164,"threshold_uncertainty_score":0.9857468,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1993200887","doi":"10.1080/15623599.2001.10773022","title":"Modelling Greenhouse Gas Emissions for Australian Residential Building Construction","year":2001,"lang":"en","type":"article","venue":"International Journal of Construction Management","topic":"Environmental Impact and Sustainability","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"Australian Research Council","keywords":"Greenhouse gas; Fossil fuel; Quarter (Canadian coin); Natural resource economics; Environmental science; Greenhouse; Business; Environmental economics; Engineering; Waste management; Economics; Geography","authors":[{"name":"Graham Treloar","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01662730476083994,"gpt":0.2841496051636654,"spread":0.2675223004028255,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005955438,0.0006804023,0.0007253506,0.0005807921,0.0007710904,0.001238592,0.001288843,0.001684544,0.003418067],"category_scores_gemma":[0.001461404,0.0005870333,0.001063298,0.001241544,0.0008071701,0.0008884311,0.0009105726,0.0009076625,0.0003162433],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005936672,"about_ca_system_score_gemma":0.002977182,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3161871,"about_ca_topic_score_gemma":0.2119501,"domain_scores_codex":[0.9996843,0.0001091802,0.00001454304,0.00005559847,0.00007495683,0.00006138557],"domain_scores_gemma":[0.9996291,0.0001661039,0.00003297486,0.000021032,0.0001176535,0.00003305489],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002073539,0.00003049929,0.00128378,0.0000342178,0.00001215926,0.00006100064,0.00007419717,0.9938676,0.0003648618,0.002415337,0.0002214088,0.001614146],"study_design_scores_gemma":[0.000008983187,0.00002631402,0.001768512,0.000005140166,0.00001378389,0.00001022724,0.00005941356,0.9960421,0.0001708082,0.001159335,0.0007249445,0.00001045195],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9329615,0.0005682851,0.02354988,0.0008494462,0.00005818934,0.0001096412,0.001056051,0.0001381312,0.040709],"genre_scores_gemma":[0.9851919,0.0003756707,0.003589423,0.00004481072,0.000009781398,0.00009398595,0.0003784127,0.00003115675,0.01028485],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3161871,"threshold_uncertainty_score":0.6286933,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7116976695","doi":"10.1080/15623599.2025.2599365","title":"Risk assessment and strategic solutions for offsite wood construction","year":2025,"lang":"en","type":"article","venue":"International Journal of Construction Management","topic":"Wood Treatment and Properties","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Risk assessment; Risk management; Risk management tools; Production (economics)","authors":[{"name":"Yifan Cao","is_ca":false},{"name":"Michael Scafe","is_ca":false},{"name":"Rasoul Yousefpour","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01518313790247556,"gpt":0.2630794368251484,"spread":0.2478962989226729,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01035977,0.001274623,0.0004601109,0.004590252,0.00556716,0.009151535,0.002091156,0.00247938,0.008078183],"category_scores_gemma":[0.01663585,0.0005414715,0.0009128433,0.002364825,0.003668929,0.005682053,0.007601336,0.002326992,0.0008348289],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01254438,"about_ca_system_score_gemma":0.02041133,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02771327,"about_ca_topic_score_gemma":0.06829254,"domain_scores_codex":[0.9900259,0.004592359,0.0004443277,0.0004114577,0.003524271,0.001001646],"domain_scores_gemma":[0.9891189,0.004230322,0.001995286,0.0004898051,0.003145277,0.001020297],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001991586,0.0007029903,0.05247011,0.001572377,0.0001494775,0.002492577,0.0808411,0.0293028,0.00394837,0.3381856,0.03749558,0.4526398],"study_design_scores_gemma":[0.00003322803,0.0003926363,0.03039604,0.002670747,0.0001218954,0.001401048,0.3052451,0.06141011,0.003109303,0.3172586,0.2776803,0.0002809424],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3189391,0.005597383,0.2802724,0.06581828,0.0004971226,0.00203012,0.0006223118,0.0007887134,0.3254347],"genre_scores_gemma":[0.9151145,0.002284619,0.06678202,0.0004592569,0.00004752815,0.000257212,0.0002771807,0.00005644494,0.01472109],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02771327,"threshold_uncertainty_score":0.09101629,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4408062479","doi":"10.1080/15623599.2025.2468292","title":"Assistant robotic machine for Hong Kong construction industry","year":2025,"lang":"en","type":"article","venue":"International Journal of Construction Management","topic":"Innovations in Concrete and Construction Materials","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Engineering; Computer science; Manufacturing engineering; Construction engineering; Business; Engineering management","authors":[{"name":"Vivian W.Y. Tam","is_ca":false},{"name":"Ivan W. H. Fung","is_ca":false},{"name":"Ana Catarina Jorge Evangelista","is_ca":false},{"name":"S. Wong","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.007298748919717902,"gpt":0.2577890660149121,"spread":0.2504903170951942,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004772957,0.0005829625,0.0001998629,0.0009170491,0.0006549319,0.0007453514,0.0004857226,0.000437803,0.009412171],"category_scores_gemma":[0.0004679836,0.000174003,0.0003714938,0.0007390964,0.0003465682,0.0007485236,0.0006171725,0.0002181647,0.002190554],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007766378,"about_ca_system_score_gemma":0.002377772,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01075737,"about_ca_topic_score_gemma":0.01254672,"domain_scores_codex":[0.9996062,0.00005122782,0.00003709928,0.0000554611,0.0001967227,0.00005336797],"domain_scores_gemma":[0.9995406,0.00006022257,0.00009493541,0.00004632213,0.0002016072,0.00005628203],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002844436,0.000180352,0.03645242,0.003360739,0.00003635136,0.002575705,0.001268051,0.004026349,0.03427645,0.005530365,0.02342571,0.8885832],"study_design_scores_gemma":[0.00003893696,0.001652956,0.160698,0.0008852851,0.0001400482,0.006132541,0.004295905,0.01078777,0.0180985,0.001360213,0.7957965,0.0001132914],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5492563,0.09793501,0.1382623,0.003639774,0.002204645,0.00174978,0.001497576,0.002810562,0.202644],"genre_scores_gemma":[0.7582498,0.03559023,0.06120117,0.0004711015,0.0003375326,0.0003539902,0.001221214,0.0001241604,0.1424508],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01075737,"threshold_uncertainty_score":0.03148687,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4410507977","doi":"10.1080/15623599.2025.2504281","title":"Enhancing the sustainability of slope stability in embankment construction by leveraging smart sensors and monitoring systems for data-driven insights","year":2025,"lang":"en","type":"article","venue":"International Journal of Construction Management","topic":"Landslides and related hazards","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université du Québec en Abitibi-Témiscamingue","funders":"","keywords":"Sustainability; Levee; Stability (learning theory); Computer science; Civil engineering; Environmental science; Construction engineering; Systems engineering; Engineering; Geotechnical engineering; Ecology","authors":[{"name":"Saurabh Kumar","is_ca":false},{"name":"Lavish Kumar Singh","is_ca":false},{"name":"Lal Bahadur Roy","is_ca":false},{"name":"Raushan Kumar","is_ca":false},{"name":"Dharmesh Lal","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01052497764823642,"gpt":0.2575747977194046,"spread":0.2470498200711682,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002135776,0.0003892057,0.0001993771,0.0003768318,0.0001445696,0.000375605,0.0002881753,0.0003381183,0.0006476772],"category_scores_gemma":[0.0004247512,0.0001394774,0.0001715871,0.0002990242,0.0001871648,0.0005736762,0.0003478062,0.0002135196,0.0001310469],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002167019,"about_ca_system_score_gemma":0.0002743173,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001227876,"about_ca_topic_score_gemma":0.003627429,"domain_scores_codex":[0.9998951,0.00001579139,0.000006444189,0.00003053156,0.0000394887,0.00001270936],"domain_scores_gemma":[0.9998457,0.00002915116,0.00005208033,0.0000167375,0.00004463423,0.0000117091],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002103825,0.0001693317,0.03299464,0.0003765976,0.00006244991,0.000319901,0.0001761641,0.1871707,0.5026901,0.001542211,0.0006104857,0.2736771],"study_design_scores_gemma":[0.00001077402,0.0003990074,0.02935107,0.00004238431,0.00005620844,0.0001411195,0.0002275806,0.8314686,0.132844,0.001924421,0.00349854,0.00003623335],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7819138,0.001117072,0.2131057,0.0002052906,0.00003776953,0.00004186216,0.0002048589,0.0004618767,0.002911727],"genre_scores_gemma":[0.9879586,0.0002200897,0.01130689,0.00001159018,0.000004883499,0.00001094826,0.00004740484,0.00000732856,0.0004322917],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001227876,"threshold_uncertainty_score":0.002441406,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4412753985","doi":"10.1080/15623599.2025.2538690","title":"BIM adoption and implementation in the civil and transportation infrastructure sector: analysis of governmental roadmaps and action plans","year":2025,"lang":"en","type":"article","venue":"International Journal of Construction Management","topic":"BIM and Construction Integration","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Action (physics); Business; Civil infrastructure; Process management; Engineering; Transport engineering; Risk analysis (engineering)","authors":[{"name":"Megan Doume Ekale","is_ca":true},{"name":"Antonin Pavard","is_ca":true},{"name":"Kaïs Amor Benabderrahmane","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.004048248722485261,"gpt":0.2410887364556989,"spread":0.2370404877332136,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01268339,0.0002040338,0.000215022,0.007673169,0.00152255,0.003553507,0.000601315,0.0005594629,0.0011803],"category_scores_gemma":[0.03032175,0.000349187,0.0003631462,0.01328743,0.001745,0.003301227,0.001970168,0.0006359614,0.0002476644],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008711771,"about_ca_system_score_gemma":0.01108709,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02116442,"about_ca_topic_score_gemma":0.02927349,"domain_scores_codex":[0.9906246,0.005275622,0.0007378948,0.0005701261,0.001988434,0.0008033549],"domain_scores_gemma":[0.9753368,0.01487391,0.003658782,0.001467049,0.004260959,0.0004024883],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001542236,0.0004302589,0.3000601,0.001346392,0.00008105332,0.0008323401,0.3460849,0.004738026,0.002566063,0.03605812,0.004244892,0.3034036],"study_design_scores_gemma":[0.00001171596,0.0001787055,0.4049016,0.0007772556,0.00006452939,0.0002282158,0.5455735,0.006358306,0.002407294,0.003985019,0.03543526,0.00007874559],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9826211,0.0002359281,0.002257077,0.0005506855,0.000007494784,0.0003145845,0.000535833,0.00003364126,0.01344365],"genre_scores_gemma":[0.9897989,0.0004086683,0.007822519,0.00005563021,0.000001921261,0.0002819255,0.0007580016,0.00002006699,0.0008525375],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02116442,"threshold_uncertainty_score":0.06707698,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4411024025","doi":"10.1080/15623599.2025.2506804","title":"A novel decision support system for integrating supply chain and project management decisions to optimize multiple project performance: a case study in building renovation","year":2025,"lang":"en","type":"article","venue":"International Journal of Construction Management","topic":"BIM and Construction Integration","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"University of Regina; École de Technologie Supérieure","funders":"","keywords":"Decision support system; Supply chain management; Process management; Supply chain; Project management; Engineering management; Systems engineering; Business; Operations management; Computer science; Operations research; Engineering","authors":[{"name":"Muhammad Atiq Ur Rehman","is_ca":true},{"name":"Amin Chaabane","is_ca":true},{"name":"Sharfuddin Ahmed Khan","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01792677715348284,"gpt":0.2969953613591759,"spread":0.2790685842056931,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001363826,0.0007029444,0.0006081229,0.0005950281,0.0008678322,0.001533313,0.0009463771,0.001167623,0.003039785],"category_scores_gemma":[0.001829081,0.0003667058,0.0004382427,0.000716781,0.0004203626,0.0008446175,0.001032864,0.0007585652,0.0003196488],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001239921,"about_ca_system_score_gemma":0.002668638,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01029615,"about_ca_topic_score_gemma":0.01282007,"domain_scores_codex":[0.9994942,0.0001799141,0.00003975394,0.00008898318,0.0001263233,0.00007078632],"domain_scores_gemma":[0.9990923,0.0005149617,0.00007142314,0.00007276429,0.0001536815,0.00009489212],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003586874,0.000422829,0.003237938,0.000186263,0.0000520442,0.0008313376,0.0003334374,0.8699174,0.01066478,0.007880598,0.001413718,0.1047011],"study_design_scores_gemma":[0.00005011627,0.0001300575,0.0003547187,0.00001096079,0.00001724718,0.00004513324,0.0000898092,0.9929641,0.002996592,0.001054376,0.002270741,0.0000161106],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3517515,0.0002790233,0.6358669,0.00086739,0.00008174975,0.0006166704,0.0005078745,0.002075828,0.007953017],"genre_scores_gemma":[0.7555231,0.0001470119,0.2413572,0.00005474956,0.00001370773,0.0002391882,0.0001908582,0.00003818903,0.002436011],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01029615,"threshold_uncertainty_score":0.02047241,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}