{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":19,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":19,"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":"c90060e45778","filters":{"venue":"Pipelines 2020"}},"results":[{"id":"W3048154247","doi":"10.1061/9780784483190.033","title":"Developing a Decision-Support System to Optimize Rehabilitation and Replacement Programs for Ferrous Distribution Mains in Municipal Water Systems","year":2020,"lang":"en","type":"article","venue":"Pipelines 2020","topic":"Water Systems and Optimization","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Aecom (Canada)","funders":"","keywords":"Mains electricity; Rehabilitation; Decision support system; Electricity; Ferrous; Distribution (mathematics); Computer science; Environmental science; Engineering; Electrical engineering; Materials science; Artificial intelligence; Voltage","authors":[{"name":"Khalid Kaddoura","is_ca":true},{"name":"Bruce Gehrig","is_ca":true},{"name":"Ahmed Jalil Al-Bayati","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02032450650642982,"gpt":0.2425192818675735,"spread":0.2221947753611437,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001180495,0.001083554,0.0008269527,0.0008318904,0.0007044134,0.001816226,0.001370787,0.001512325,0.004678368],"category_scores_gemma":[0.002866325,0.0004784947,0.0007026879,0.0005929298,0.0003529362,0.0008619874,0.0007416529,0.0008829239,0.0005754486],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001193495,"about_ca_system_score_gemma":0.002726727,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01220316,"about_ca_topic_score_gemma":0.008640653,"domain_scores_codex":[0.9996278,0.0001268906,0.00003398144,0.00009946798,0.00005555266,0.00005634086],"domain_scores_gemma":[0.9987667,0.0007783688,0.000117343,0.00003832146,0.0002129562,0.00008625167],"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":[0.0001642558,0.0002200847,0.002489936,0.0001296974,0.00006270008,0.0002000568,0.0001119965,0.954115,0.00236076,0.001519206,0.001095768,0.03753044],"study_design_scores_gemma":[0.00003172768,0.00004908693,0.0001761321,0.00001137341,0.00001496953,0.00001099668,0.00004167317,0.9976171,0.001032315,0.0005187211,0.0004895886,0.000006364512],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2121671,0.0001737234,0.7685354,0.0007021243,0.00008639572,0.0009789615,0.001095367,0.007246433,0.009014513],"genre_scores_gemma":[0.7107551,0.0001202346,0.285571,0.0001182515,0.00001878388,0.0006038868,0.0006154986,0.00008705778,0.002110206],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01220316,"threshold_uncertainty_score":0.02426428,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3048186960","doi":"10.1061/9780784483213.039","title":"Acoustic-Based Underground Utility Mapping at the Annacis Island WWTP","year":2020,"lang":"en","type":"article","venue":"Pipelines 2020","topic":"Geophysical Methods and Applications","field":"Engineering","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":"Ground-penetrating radar; Position (finance); Radar; Civil engineering; Environmental science; Engineering; Telecommunications; Business","authors":[{"name":"Michael D. Metcalf","is_ca":false},{"name":"Kenneth Hui","is_ca":false},{"name":"D. W. Hoffman","is_ca":false},{"name":"Víctor Castellanos","is_ca":false},{"name":"Mike Thorstenson","is_ca":false},{"name":"G C Skipper","is_ca":false},{"name":"Grey Tarkenton","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03823341107957471,"gpt":0.2534108666691987,"spread":0.215177455589624,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001816339,0.0002573213,0.000138608,0.001037216,0.0004122413,0.0006498079,0.0004083279,0.0002773188,0.002205973],"category_scores_gemma":[0.0004950056,0.0001677866,0.00007928754,0.0007296455,0.0001645798,0.0003474804,0.0005080989,0.0003197884,0.0009630182],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004620164,"about_ca_system_score_gemma":0.000845728,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05186789,"about_ca_topic_score_gemma":0.1568001,"domain_scores_codex":[0.999833,0.00001946396,0.000004122036,0.00003467233,0.00007911697,0.00002949576],"domain_scores_gemma":[0.9997057,0.0000341074,0.00001835253,0.00001661102,0.0001691913,0.000055883],"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":[0.000783817,0.0006050498,0.2575718,0.0002057864,0.00005002827,0.001982595,0.003815914,0.02439956,0.2551049,0.000560032,0.00582277,0.4490977],"study_design_scores_gemma":[0.00007991551,0.00058524,0.5811888,0.00005846805,0.0000611381,0.0005170929,0.007879382,0.3500986,0.04742893,0.0004836463,0.01152896,0.00008988621],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9782019,0.00004016347,0.008545179,0.0001092157,0.00001447218,0.00008124424,0.0007112393,0.0007415027,0.01155501],"genre_scores_gemma":[0.9765589,0.00006257251,0.0155572,0.00001977145,0.000005604779,0.00003903868,0.0006060059,0.0000466624,0.007104237],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05186789,"threshold_uncertainty_score":0.103132,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3048112832","doi":"10.1061/9780784483190.038","title":"Multi-Criteria Decision Making for Multi-Purpose Utility Tunnel Location Selection","year":2020,"lang":"en","type":"article","venue":"Pipelines 2020","topic":"Underground infrastructure and sustainability","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Concordia University","funders":"","keywords":"Analytic hierarchy process; Multiple-criteria decision analysis; Selection (genetic algorithm); Computer science; Site selection; Operations research; Geographic information system; Key (lock); Process (computing); Excavation; Transport engineering; Engineering; Artificial intelligence; Geography; Computer security","authors":[{"name":"Yisha Luo","is_ca":true},{"name":"Tersoo K. Genger","is_ca":true},{"name":"Amin Hammad","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03577703353232935,"gpt":0.3032258359677902,"spread":0.2674488024354608,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009067043,0.001903055,0.002426792,0.003798313,0.002074136,0.003089641,0.00261464,0.001811787,0.004859935],"category_scores_gemma":[0.008611834,0.001118955,0.002454751,0.004458532,0.001018033,0.001863072,0.002675155,0.001864539,0.0002975567],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003317307,"about_ca_system_score_gemma":0.004077782,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006495688,"about_ca_topic_score_gemma":0.008596797,"domain_scores_codex":[0.9920489,0.00464226,0.0005212884,0.0006125676,0.001672914,0.0005020095],"domain_scores_gemma":[0.9944274,0.003754392,0.0004235344,0.0001452837,0.0009230404,0.0003263093],"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":[0.0001789879,0.0002172908,0.001482895,0.0006759354,0.0001935367,0.0006117228,0.0005856012,0.9242163,0.002351324,0.01240973,0.001177513,0.05589917],"study_design_scores_gemma":[0.00004152038,0.0001428521,0.0003924762,0.00007426768,0.00005079436,0.00004316341,0.0003184345,0.9879367,0.0006634264,0.009213448,0.001089148,0.00003379158],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04029432,0.0005680209,0.9513001,0.0003495498,0.00007057605,0.0009354712,0.0001950316,0.0001193428,0.00616749],"genre_scores_gemma":[0.5682231,0.0005324858,0.4276942,0.00009132204,0.00004494139,0.001368772,0.0002660396,0.00003048418,0.001748694],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009067043,"threshold_uncertainty_score":0.0479517,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3047783999","doi":"10.1061/9780784483190.003","title":"Risk-Based and Condition-Based Assessment Framework for Large Diameter Sewers","year":2020,"lang":"en","type":"article","venue":"Pipelines 2020","topic":"BIM and Construction Integration","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Stantec (Canada)","funders":"","keywords":"Sanitary sewer; Computer science; Environmental science; Reliability engineering; Engineering; Environmental engineering","authors":[{"name":"Olugbenga Samuel Ibikunle","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01095950669465318,"gpt":0.2587086627762036,"spread":0.2477491560815504,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00707025,0.00183459,0.000981675,0.004217276,0.0008784914,0.004377647,0.003565415,0.001928332,0.003056843],"category_scores_gemma":[0.006701175,0.000778409,0.001567719,0.001559468,0.002683815,0.003549766,0.003210006,0.001633934,0.0005134357],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004173335,"about_ca_system_score_gemma":0.005584809,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01317852,"about_ca_topic_score_gemma":0.009938891,"domain_scores_codex":[0.9955355,0.001635271,0.000328193,0.0006084445,0.001630589,0.0002619931],"domain_scores_gemma":[0.9970003,0.001083915,0.0005028374,0.0001461237,0.001060214,0.0002066575],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002062968,0.00008764907,0.001469553,0.00016753,0.00006736946,0.0003923171,0.0005539423,0.7603446,0.002207996,0.2052144,0.000854762,0.02861927],"study_design_scores_gemma":[0.00001001413,0.00006389536,0.0005723151,0.00008415332,0.00003388344,0.0001104088,0.0002405077,0.9222273,0.0005268744,0.07214961,0.003938372,0.00004258984],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.003882179,0.0001978402,0.9915836,0.0002717767,0.00001456706,0.0002021578,0.0000764416,0.0001115795,0.003659833],"genre_scores_gemma":[0.3529224,0.0006865711,0.6407557,0.00009124123,0.0000731592,0.0009403333,0.0002620183,0.00006333146,0.004205339],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01317852,"threshold_uncertainty_score":0.03739148,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3047970104","doi":"10.1061/9780784483190.029","title":"Assessment and Application of Trenchless Technologies for the Rehabilitation of Sewer Laterals","year":2020,"lang":"en","type":"article","venue":"Pipelines 2020","topic":"Geotechnical Engineering and Underground Structures","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Institut universitaire en santé mentale de Montréal","funders":"","keywords":"Trenchless technology; Pipeline transport; Sanitary sewer; Seal (emblem); Engineering; Civil engineering; Construction engineering; Mechanical engineering; Waste management","authors":[{"name":"Joanne B. Carroll","is_ca":true},{"name":"David P. Kozman","is_ca":true},{"name":"Carl Marc-Aurele","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.008076216481326929,"gpt":0.2454444332945724,"spread":0.2373682168132455,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001368819,0.0005908464,0.000380995,0.002784484,0.0006294217,0.001360925,0.0005173205,0.0008360325,0.001875854],"category_scores_gemma":[0.002527879,0.0001596645,0.0004591556,0.001127282,0.0004697219,0.0009956601,0.0007810631,0.0003502875,0.0005358132],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001491155,"about_ca_system_score_gemma":0.001482722,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008243135,"about_ca_topic_score_gemma":0.02768921,"domain_scores_codex":[0.9986503,0.0001756062,0.00006017242,0.0001564172,0.0008592563,0.00009839178],"domain_scores_gemma":[0.9985895,0.000169567,0.000250857,0.00005085287,0.0008601718,0.00007911049],"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":[0.000701764,0.001033105,0.2432979,0.001701249,0.0001438269,0.0008755639,0.002434458,0.03299346,0.1662653,0.001789855,0.001983379,0.5467802],"study_design_scores_gemma":[0.00006062732,0.01149138,0.7155537,0.0008879543,0.0004651955,0.001059458,0.01180023,0.07559897,0.1464511,0.002885102,0.03354742,0.0001989031],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.9665864,0.001356275,0.01972596,0.0001478261,0.00003857934,0.0007924638,0.0004325808,0.0001488105,0.01077116],"genre_scores_gemma":[0.9741158,0.001162858,0.0191693,0.00004823652,0.000007707751,0.0001815852,0.0002253622,0.00002329331,0.005065911],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.008243135,"threshold_uncertainty_score":0.01639032,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3048039688","doi":"10.1061/9780784483206.055","title":"Crossing the Red: Managing Construction Changes on a Challenging 1200 mm Microtunnelling River Crossing in Winnipeg, Manitoba, Canada","year":2020,"lang":"en","type":"article","venue":"Pipelines 2020","topic":"Geotechnical Engineering and Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"University of Winnipeg; Manitoba Beekeepers' Association; Aecom (Canada)","funders":"","keywords":"Level crossing; Computer science; Geography; Archaeology","authors":[{"name":"Adam Braun","is_ca":true},{"name":"Nathan Kehler","is_ca":true},{"name":"J J S Thompson","is_ca":true},{"name":"Stacy Cournoyer","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01493238196219317,"gpt":0.1933196796076838,"spread":0.1783872976454906,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001280228,0.0008561327,0.0002415297,0.001155991,0.008238058,0.003219666,0.002875697,0.0009431159,0.006264898],"category_scores_gemma":[0.00171738,0.0007025372,0.0002962631,0.001626248,0.001886354,0.0008809382,0.002150994,0.0009129721,0.0006598548],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02792408,"about_ca_system_score_gemma":0.06596397,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9080663,"about_ca_topic_score_gemma":0.983304,"domain_scores_codex":[0.9985501,0.0001486727,0.00002877804,0.000214042,0.0005511121,0.000507223],"domain_scores_gemma":[0.9985746,0.00006395864,0.00009499013,0.00004208702,0.0004798664,0.0007445217],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"case_report","study_design_scores_codex":[0.0006014091,0.001387123,0.145777,0.0008525139,0.0001877764,0.02814645,0.04058041,0.06209131,0.0615815,0.0193585,0.0781009,0.561335],"study_design_scores_gemma":[0.0001162925,0.001517266,0.2977429,0.0006095222,0.0001519264,0.003464032,0.1446173,0.03695986,0.009417035,0.002460154,0.5026153,0.0003284164],"study_design_candidate":"case_report","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9204077,0.0008157427,0.01704966,0.002697835,0.0001515705,0.001861774,0.000619356,0.0005554803,0.05584085],"genre_scores_gemma":[0.901086,0.001090569,0.04527083,0.0004434149,0.00001644784,0.0003435684,0.0007707705,0.0002262108,0.05075216],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09193367,"threshold_uncertainty_score":0.2026043,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3048347349","doi":"10.1061/9780784483206.001","title":"A Component-Based Approach in Assessing Sewer Manholes","year":2020,"lang":"en","type":"article","venue":"Pipelines 2020","topic":"Water Systems and Optimization","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Aecom (Canada)","funders":"","keywords":"Component (thermodynamics); Computer science; Environmental science; Physics","authors":[{"name":"Khalid Kaddoura","is_ca":true},{"name":"Tarek Zayed","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02101851547984161,"gpt":0.213891621112955,"spread":0.1928731056331134,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001468111,0.00169659,0.00102798,0.004196868,0.0008076809,0.002170437,0.001727485,0.001521818,0.002193001],"category_scores_gemma":[0.004342883,0.000693135,0.001054192,0.002722146,0.0009463406,0.001850276,0.001360702,0.0009861642,0.0002117337],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001443491,"about_ca_system_score_gemma":0.00159355,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0167626,"about_ca_topic_score_gemma":0.01433401,"domain_scores_codex":[0.9984121,0.0006574234,0.00008131799,0.000275906,0.0004708201,0.0001023333],"domain_scores_gemma":[0.9986792,0.0007774546,0.0001215382,0.0000483372,0.0003201306,0.00005329098],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.00005087003,0.00006369765,0.002644918,0.00009294187,0.00009083877,0.0001162456,0.00008757207,0.9540336,0.001767417,0.01122049,0.0003230227,0.02950842],"study_design_scores_gemma":[0.000002515849,0.00002777467,0.0005357641,0.000006593169,0.00002218907,0.00001901483,0.00003317935,0.9947272,0.0002577683,0.004054053,0.0003046176,0.00000934017],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02554416,0.0001604253,0.9711365,0.00009807039,0.00002443788,0.0001743214,0.0001101097,0.0001672616,0.002584815],"genre_scores_gemma":[0.7397314,0.0003956809,0.2570091,0.00003881746,0.0000383178,0.0003085901,0.0001968854,0.00004787405,0.002233244],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0167626,"threshold_uncertainty_score":0.03333008,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3048302834","doi":"10.1061/9780784483213.025","title":"Keeping the Water Moving: Solving Pressure Problems with Multiple Constraints in Stillwater, Oklahoma","year":2020,"lang":"en","type":"article","venue":"Pipelines 2020","topic":"Water Systems and Optimization","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":"Stillwater (Canada)","funders":"","keywords":"Computer science; Mathematical optimization; Environmental science; Mathematics","authors":[{"name":"Lars B. Ostervold","is_ca":true},{"name":"Jennifer Henke","is_ca":true},{"name":"William Millis","is_ca":true},{"name":"David Barth","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01168158512085955,"gpt":0.1748091635717224,"spread":0.1631275784508628,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001531363,0.001539493,0.001093584,0.0008678822,0.001759788,0.002241354,0.001494314,0.002279135,0.005968397],"category_scores_gemma":[0.004715047,0.0009451727,0.000857769,0.001164369,0.001085065,0.001838638,0.001607548,0.001874928,0.0002165288],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002433786,"about_ca_system_score_gemma":0.004092712,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1826573,"about_ca_topic_score_gemma":0.1838046,"domain_scores_codex":[0.9993415,0.000210466,0.00003299988,0.0001212092,0.00009039669,0.000203322],"domain_scores_gemma":[0.9969985,0.002385497,0.0001533606,0.00004813134,0.0002530319,0.0001614884],"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":[0.00008837163,0.0001711959,0.003705691,0.0001790943,0.00005799843,0.0004491431,0.0001580773,0.973333,0.0002920186,0.003750978,0.003722936,0.01409148],"study_design_scores_gemma":[0.00005117257,0.0000657065,0.001224333,0.00004955158,0.00002511332,0.00002858703,0.0005298099,0.9923536,0.0001882387,0.002896516,0.002569612,0.00001778376],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7609885,0.00446541,0.1655518,0.009890219,0.0005608965,0.0009409296,0.002563799,0.0007317304,0.05430667],"genre_scores_gemma":[0.9021727,0.0009827031,0.08534842,0.0005897593,0.0001027139,0.0003722614,0.001023451,0.000126957,0.00928115],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1826573,"threshold_uncertainty_score":0.3631883,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3048146526","doi":"10.1061/9780784483190.021","title":"Keeping Rain Flowing in the Right Direction: A Stormwater Trunk Sewer Rehabilitation Case Study","year":2020,"lang":"en","type":"article","venue":"Pipelines 2020","topic":"Urban Stormwater Management Solutions","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Stantec (Canada); Associated Medical Services","funders":"","keywords":"Stormwater; Rehabilitation; Stormwater management; Trunk; Environmental science; Storm; Hydrology (agriculture); Surface runoff; Geology; Geotechnical engineering; Meteorology; Geography; Physical therapy; Ecology","authors":[{"name":"Matthew G. Devitt","is_ca":true},{"name":"Jennifer Hale","is_ca":true},{"name":"Oscar A. Orellana","is_ca":true},{"name":"Erez N. Allouche","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01696723585050669,"gpt":0.2452486247101743,"spread":0.2282813888596676,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005225582,0.0003902034,0.000275707,0.0003872291,0.002402701,0.0009243948,0.0007351598,0.001690131,0.002293913],"category_scores_gemma":[0.001131098,0.0002129943,0.0002728735,0.0006448489,0.000817465,0.0006925483,0.0006354177,0.0005176584,0.0002493575],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001820744,"about_ca_system_score_gemma":0.002028466,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0645491,"about_ca_topic_score_gemma":0.234155,"domain_scores_codex":[0.9994994,0.0001414114,0.00002206747,0.00005117367,0.000125698,0.0001602094],"domain_scores_gemma":[0.9994591,0.000189048,0.0000520002,0.00003431363,0.0001206604,0.0001448604],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"case_report","study_design_scores_codex":[0.001596588,0.0102352,0.1872109,0.001232824,0.0002045272,0.08921681,0.03209091,0.3444687,0.0396212,0.0259919,0.02700243,0.241128],"study_design_scores_gemma":[0.00110482,0.007973275,0.2025747,0.000479329,0.000310938,0.01184126,0.1875946,0.4113327,0.04244349,0.01126822,0.1227971,0.0002796456],"study_design_candidate":"case_report","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9819462,0.00006584801,0.005413569,0.000358545,0.00001146087,0.0002662393,0.0001392667,0.00005865917,0.0117402],"genre_scores_gemma":[0.9828419,0.0001909128,0.007518373,0.00005721324,0.000009203365,0.00007661287,0.0001141227,0.00001785905,0.009173687],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0645491,"threshold_uncertainty_score":0.1283467,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3047930728","doi":"10.1061/9780784483206.012","title":"Prioritizing Pit Cast Iron Small Diameter Watermains for Assessment","year":2020,"lang":"en","type":"article","venue":"Pipelines 2020","topic":"Geophysical Methods and Applications","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":"CIMA+ (Canada)","funders":"","keywords":"Cast iron; Materials science; Metallurgy; Computer science","authors":[{"name":"Rabia Mady","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05562468979049345,"gpt":0.2922905615403029,"spread":0.2366658717498094,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000805134,0.0007095591,0.0004406037,0.00116267,0.0003606014,0.0009324853,0.0007838379,0.0007303227,0.002057177],"category_scores_gemma":[0.001707935,0.0002959639,0.0003631261,0.0003893699,0.000367233,0.001075045,0.0005985104,0.0003117447,0.0003503273],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009629848,"about_ca_system_score_gemma":0.001425355,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009816986,"about_ca_topic_score_gemma":0.02139607,"domain_scores_codex":[0.9995918,0.00008427051,0.0000118291,0.00005586384,0.0001842068,0.00007203504],"domain_scores_gemma":[0.9992827,0.000303044,0.0001145058,0.00003113029,0.0002048147,0.00006395773],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.0003477081,0.0001157142,0.02474098,0.00019446,0.00002939059,0.0007556673,0.0002133891,0.8367245,0.05186764,0.005377222,0.001585518,0.07804772],"study_design_scores_gemma":[0.00001245749,0.0003013452,0.00726551,0.000018614,0.00001602325,0.0001179335,0.0001721299,0.9741576,0.01373875,0.002917542,0.00126157,0.00002036259],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.56238,0.0001965354,0.4284019,0.0002378188,0.00003020771,0.0003378907,0.0002829616,0.0005989235,0.007533708],"genre_scores_gemma":[0.9753225,0.00008487399,0.02226257,0.00001086855,0.000003072911,0.00002963237,0.00008153026,0.00002334787,0.002181663],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009816986,"threshold_uncertainty_score":0.01951969,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3047933586","doi":"10.1061/9780784483213.010","title":"Ugh, Not Another Forcemain High Point","year":2020,"lang":"en","type":"article","venue":"Pipelines 2020","topic":"Hydraulic flow and structures","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":"HydraTek (Canada)","funders":"","keywords":"Booster (rocketry); Computer science; Conceptual design; Hydraulic machinery; Risk analysis (engineering); Engineering; Mechanical engineering","authors":[{"name":"Djordje Radulj","is_ca":true},{"name":"Ahmad Malekpour","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01031956476273321,"gpt":0.1926477859754477,"spread":0.1823282212127144,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006074937,0.0005025563,0.000362668,0.0004855826,0.002617265,0.002588729,0.0007347437,0.001834605,0.09397448],"category_scores_gemma":[0.001494084,0.0003473602,0.0003331714,0.0007900504,0.001335017,0.002238948,0.00244074,0.001262077,0.02837086],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002333188,"about_ca_system_score_gemma":0.002659137,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02246596,"about_ca_topic_score_gemma":0.03531815,"domain_scores_codex":[0.9992713,0.0001151413,0.00001783143,0.0001318082,0.0002895148,0.0001743832],"domain_scores_gemma":[0.9992149,0.00007010141,0.00004281737,0.0001507098,0.0002817911,0.0002397081],"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":[0.0003991941,0.0001235889,0.01108274,0.0004803559,0.00004289808,0.00314155,0.002019138,0.001497793,0.01501032,0.0603374,0.4592262,0.4466389],"study_design_scores_gemma":[0.000009498987,0.00009839435,0.004623788,0.00007333927,0.00000658562,0.0005926041,0.0007612813,0.0005691922,0.002081474,0.00261724,0.9885496,0.00001702939],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.06571093,0.003249534,0.03917268,0.02429735,0.004457044,0.0002813145,0.002853052,0.009581505,0.8503966],"genre_scores_gemma":[0.3228527,0.001632166,0.02084909,0.003148231,0.0003534385,0.0001205198,0.001499014,0.001328057,0.6482168],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.09397448,"threshold_uncertainty_score":0.3143759,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3048261127","doi":"10.1061/9780784483190.022","title":"Kennedy Newton Main and the Challenges of Design and Construction of Large Diameter Watermains in Urban Areas","year":2020,"lang":"en","type":"article","venue":"Pipelines 2020","topic":"Geotechnical Engineering and Underground Structures","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":"Burnaby Hospital","funders":"","keywords":"Computer science; Architectural engineering; Engineering","authors":[{"name":"Yariv Ben-Shooshan","is_ca":true},{"name":"Amer Nawaz","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01113679592525986,"gpt":0.1946447778012499,"spread":0.18350798187599,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002110384,0.0003749448,0.0001603191,0.0003922794,0.004126699,0.003455091,0.001052913,0.001216781,0.002624889],"category_scores_gemma":[0.002662216,0.0004970339,0.0001545488,0.0005030265,0.002863201,0.00107477,0.001608287,0.0008653698,0.0005957814],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006759646,"about_ca_system_score_gemma":0.01145886,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1454033,"about_ca_topic_score_gemma":0.5077749,"domain_scores_codex":[0.9978071,0.0007580522,0.00006163053,0.0001783342,0.000800268,0.0003946027],"domain_scores_gemma":[0.9981616,0.0004352322,0.0001253833,0.0001513527,0.0006189712,0.000507463],"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":[0.0001898118,0.0004127037,0.05398665,0.001189089,0.00006368606,0.00760401,0.04161171,0.1423041,0.04575858,0.1423732,0.06350674,0.5009997],"study_design_scores_gemma":[0.00003596468,0.0004776591,0.03957464,0.000467621,0.00003931476,0.002293929,0.10862,0.03274022,0.0113543,0.02472441,0.7795677,0.0001043051],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.679679,0.001551206,0.08933069,0.01586221,0.0001641996,0.000543216,0.0001551709,0.0005079028,0.2122063],"genre_scores_gemma":[0.9147453,0.0008795189,0.05120208,0.0003012518,0.0000135493,0.0001193956,0.00006113762,0.0001164092,0.03256125],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1454033,"threshold_uncertainty_score":0.2891139,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3048152658","doi":"10.1061/9780784483213.012","title":"Utility Coordination in Alternative Delivery Methods for Transportation Projects: Lessons Learned from In-Market Design Phase (Bid Process)","year":2020,"lang":"en","type":"article","venue":"Pipelines 2020","topic":"Underground infrastructure and sustainability","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":"IBI Group (Canada)","funders":"","keywords":"Schedule; Relocation; Process (computing); Key (lock); General partnership; Risk analysis (engineering); Process management; Task (project management); Business; Computer science; Critical success factor; Phase (matter); Operations research; Computer security; Engineering; Finance; Systems engineering","authors":[{"name":"Juan Camilo Barrera","is_ca":true},{"name":"Tomasz Bodera","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.08535957007173667,"gpt":0.3704271516320015,"spread":0.2850675815602648,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01798671,0.0005967475,0.000554038,0.0007331336,0.002127323,0.0056353,0.002407252,0.001628206,0.00847133],"category_scores_gemma":[0.02003378,0.0007576654,0.0006146093,0.0008790051,0.002792781,0.005808802,0.002724996,0.002407052,0.001219675],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006464411,"about_ca_system_score_gemma":0.00911916,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01429636,"about_ca_topic_score_gemma":0.01699709,"domain_scores_codex":[0.9902235,0.006345472,0.0002179332,0.0005904331,0.001954327,0.0006683822],"domain_scores_gemma":[0.9881079,0.007883871,0.0005653182,0.001089408,0.001780382,0.0005731352],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003892711,0.001102121,0.005764639,0.0005994783,0.00003710285,0.0004263719,0.008474235,0.1146741,0.003472512,0.5170205,0.007969964,0.3400697],"study_design_scores_gemma":[0.0006316883,0.002016318,0.006322597,0.0006298791,0.00008050908,0.0005357783,0.01263701,0.3413002,0.01073251,0.3684773,0.2564174,0.0002188777],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1379677,0.001660949,0.7149678,0.005594388,0.0001661396,0.001127891,0.0001403662,0.0003465196,0.1380282],"genre_scores_gemma":[0.7701951,0.001101328,0.2094272,0.0002785971,0.00005163251,0.0004123864,0.0001145953,0.0002723972,0.01814674],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01798671,"threshold_uncertainty_score":0.09512401,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3047995685","doi":"10.1061/9780784483206.063","title":"Simplified Application of the Delft Method to Estimate Maximum Allowable Annular Pressure in HDD","year":2020,"lang":"en","type":"article","venue":"Pipelines 2020","topic":"Geotechnical Engineering and Underground Structures","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":"University of Alberta","funders":"","keywords":"Geotechnical engineering; Margin (machine learning); Engineering; Standard penetration test; Structural engineering; Mathematics; Geology; Computer science; Machine learning","authors":[{"name":"In-Shik Park","is_ca":true},{"name":"Alireza Bayat","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.007528931833992061,"gpt":0.2511028799057489,"spread":0.2435739480717569,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006166259,0.000614433,0.0004749962,0.001020042,0.0003331476,0.0008107491,0.0007550896,0.0005585068,0.002906178],"category_scores_gemma":[0.002287793,0.0003237425,0.0004493838,0.0005770634,0.0003259827,0.0006661269,0.000739862,0.0005348858,0.0009323104],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004282556,"about_ca_system_score_gemma":0.0007816826,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008618367,"about_ca_topic_score_gemma":0.008056815,"domain_scores_codex":[0.9993811,0.0001224709,0.00003932649,0.0001157393,0.000308469,0.00003297076],"domain_scores_gemma":[0.9994861,0.0002548385,0.0000478931,0.0000484019,0.0001521246,0.00001061775],"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":[0.0001530384,0.00006506425,0.008536479,0.0003904442,0.00003363827,0.0007339307,0.000395798,0.3975027,0.05336468,0.01408008,0.002540665,0.5222036],"study_design_scores_gemma":[0.00000697792,0.00003346598,0.001554147,0.00002587802,0.00000727015,0.0002301028,0.00004965935,0.9843014,0.008541731,0.00156117,0.003658073,0.0000302363],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01324744,0.0001623428,0.9837879,0.00003717146,0.00002295792,0.00003784006,0.0001055032,0.0004938113,0.002104887],"genre_scores_gemma":[0.3451558,0.000530483,0.6495578,0.00004613571,0.00002785673,0.0001418794,0.0003249072,0.0001205381,0.004094481],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008618367,"threshold_uncertainty_score":0.01713639,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3047647804","doi":"10.1061/9780784483213.024","title":"Finding Big Leaks with Big Data: Case Studies from an Internet-of-Things Leak Detection Platform","year":2020,"lang":"en","type":"article","venue":"Pipelines 2020","topic":"Anomaly Detection Techniques and Applications","field":"Computer 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":"Ontario Genomics","funders":"","keywords":"Big data; Leak; Internet of Things; Computer science; Leak detection; Computer security; Embedded system; Data mining; Engineering","authors":[{"name":"Matthew Barrett","is_ca":true},{"name":"Zohreh Andalibi","is_ca":true},{"name":"Т. А. Баева","is_ca":true},{"name":"Adam Chan","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1429447404586784,"gpt":0.3235493404215648,"spread":0.1806045999628864,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003908627,0.0006914742,0.0004831996,0.001479228,0.001985615,0.00154561,0.001524789,0.002562116,0.000608302],"category_scores_gemma":[0.01302645,0.0003694493,0.0005235141,0.002756909,0.002548434,0.003683223,0.002430535,0.001801156,0.0002893663],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008185371,"about_ca_system_score_gemma":0.0009952665,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004857311,"about_ca_topic_score_gemma":0.01118511,"domain_scores_codex":[0.9955143,0.001617744,0.0002712302,0.0003333647,0.001913694,0.0003496065],"domain_scores_gemma":[0.9804311,0.01272737,0.001921194,0.00165331,0.002332096,0.0009348675],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001956806,0.003955876,0.3325212,0.004610745,0.0006659108,0.09324926,0.09110111,0.09011103,0.04031826,0.01842912,0.03748601,0.2855946],"study_design_scores_gemma":[0.0003332865,0.005941262,0.2908545,0.001222487,0.0003933419,0.03436678,0.2376157,0.2026311,0.06490786,0.02950752,0.131563,0.0006631469],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9609314,0.0003991002,0.02966065,0.002568836,0.00008101705,0.0004861846,0.0007267895,0.0003631174,0.004782952],"genre_scores_gemma":[0.9651318,0.0006339852,0.03044821,0.0004516726,0.00005636573,0.0002154766,0.0007477301,0.0001084073,0.00220638],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004857311,"threshold_uncertainty_score":0.02067107,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3047906975","doi":"10.1061/9780784483190.040","title":"Vista Ridge Land Acquisition: A P3 Success Story and a Case Study in Schedule Compression for a Long, Linear Water Pipeline Project","year":2020,"lang":"en","type":"article","venue":"Pipelines 2020","topic":"Marine and Offshore Engineering Studies","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":"Dawson College","funders":"","keywords":"Schedule; Pipeline (software); Process (computing); Computer science; Work (physics); Operations research; Engineering; Mechanical engineering","authors":[{"name":"Chris Noe","is_ca":true},{"name":"Bill Williams","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02248517929186231,"gpt":0.2737070906952194,"spread":0.2512219114033571,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002478132,0.0004184369,0.0002214345,0.0008005488,0.006476246,0.002513181,0.001093156,0.002345587,0.00223667],"category_scores_gemma":[0.004728138,0.0002836201,0.0002653735,0.001173338,0.001878426,0.001399605,0.00171759,0.001973957,0.0004385116],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003861237,"about_ca_system_score_gemma":0.004739395,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03522983,"about_ca_topic_score_gemma":0.08087019,"domain_scores_codex":[0.9984034,0.0005787425,0.00005261375,0.0001175169,0.0004646882,0.0003831289],"domain_scores_gemma":[0.9962901,0.00156295,0.0003667679,0.000145118,0.0005501938,0.001084809],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"case_report","study_design_scores_codex":[0.001005224,0.007083821,0.1361112,0.0007252106,0.0001089824,0.1589192,0.2119669,0.03768679,0.02861229,0.06013835,0.03670434,0.3209378],"study_design_scores_gemma":[0.000214771,0.009708115,0.1420965,0.0004284632,0.00007024246,0.02801768,0.5790709,0.04355907,0.0171429,0.009795122,0.1696484,0.0002478521],"study_design_candidate":"case_report","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9753909,0.00009555657,0.002919602,0.002810287,0.00001302188,0.0001852665,0.00006374753,0.00007556596,0.01844612],"genre_scores_gemma":[0.9859414,0.0002453028,0.004421765,0.0002392596,0.00001542932,0.00009054194,0.00006440506,0.00006035496,0.008921557],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03522983,"threshold_uncertainty_score":0.07004952,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3048093421","doi":"10.1061/9780784483190.011","title":"Ridge Regional Water Supply: 140-Mile Pipeline Brings Water for the Next Generation","year":2020,"lang":"en","type":"article","venue":"Pipelines 2020","topic":"Geotechnical Engineering and Underground Structures","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":"Dawson College","funders":"","keywords":"Water supply; Schedule; Raw water; Groundwater; Environmental science; General partnership; Pipeline (software); Engineering; Civil engineering; Water resource management; Computer science; Environmental engineering; Business; Operating system","authors":[{"name":"Marisa Vergara","is_ca":true},{"name":"Bill Williams","is_ca":true},{"name":"Chris Noe","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04172094176586665,"gpt":0.2195526170762316,"spread":0.1778316753103649,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005882697,0.0002881621,0.0001370642,0.0002843408,0.001465058,0.001318166,0.0005777912,0.0004181415,0.04599825],"category_scores_gemma":[0.0005624054,0.0002412503,0.0002402699,0.000379473,0.0003181994,0.0006840648,0.0012322,0.000663698,0.00891903],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001243562,"about_ca_system_score_gemma":0.005605027,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02206846,"about_ca_topic_score_gemma":0.06080879,"domain_scores_codex":[0.9994168,0.00006909157,0.00001037733,0.00007570803,0.0003268852,0.0001011279],"domain_scores_gemma":[0.9996079,0.00001639532,0.00002213269,0.00004969452,0.0001547591,0.0001491448],"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":[0.0004087015,0.0008067609,0.01515748,0.0003006635,0.00004418689,0.001439418,0.001332539,0.005664602,0.03308389,0.03878,0.4585758,0.4444059],"study_design_scores_gemma":[0.00007398083,0.0003872409,0.008804347,0.00001948631,0.0000128797,0.0003778868,0.0005351537,0.003219707,0.006322394,0.001256917,0.9789698,0.00002012879],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1553923,0.00045845,0.05904158,0.004210372,0.0004532187,0.001211261,0.005361882,0.01079305,0.7630779],"genre_scores_gemma":[0.335091,0.0004190611,0.05226761,0.0005965058,0.00009991187,0.000360226,0.004387524,0.00194351,0.6048346],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04599825,"threshold_uncertainty_score":0.1538795,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3047636850","doi":"10.1061/9780784483206.003","title":"Advanced Desktop Screening Techniques for Feeder Main Networks to Drive Condition Assessment Programs","year":2020,"lang":"en","type":"article","venue":"Pipelines 2020","topic":"Geotechnical Engineering and Underground Structures","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":"Manitoba Beekeepers' Association; Aecom (Canada)","funders":"","keywords":"Mains electricity; Asset management; Environmental science; Population; Prioritization; Piping; Asset (computer security); Risk assessment; Civil engineering; Engineering; Computer science; Forensic engineering; Risk analysis (engineering); Environmental engineering; Business; Computer security","authors":[{"name":"Chris Macey","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01212784670918718,"gpt":0.2597290938916564,"spread":0.2476012471824693,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008154506,0.0008800903,0.0005824394,0.002509916,0.0005115065,0.001102909,0.001049709,0.0004662324,0.02465099],"category_scores_gemma":[0.003385713,0.0004324507,0.0004470861,0.001224755,0.0002108153,0.001035378,0.001266542,0.0006277263,0.006859664],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007368965,"about_ca_system_score_gemma":0.0009735688,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006223516,"about_ca_topic_score_gemma":0.01189098,"domain_scores_codex":[0.9990442,0.0001066019,0.00004495955,0.0001771038,0.0005234879,0.0001035206],"domain_scores_gemma":[0.9977702,0.0005024894,0.0001844046,0.0003113777,0.001071,0.0001606818],"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":[0.0003658642,0.0003179646,0.01096955,0.0003518505,0.00004016358,0.0005666283,0.0004634788,0.01195069,0.1663646,0.003360174,0.02394316,0.7813057],"study_design_scores_gemma":[0.0001946956,0.001198812,0.04406106,0.0002677654,0.0002021398,0.0017059,0.001137947,0.4267459,0.3494202,0.007450558,0.1673615,0.0002535418],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06791197,0.0004879088,0.8632623,0.0003894623,0.0003046328,0.001145357,0.001718378,0.03268018,0.03209979],"genre_scores_gemma":[0.3138487,0.0005814618,0.6620884,0.0002582843,0.00007656831,0.0006732799,0.001281398,0.001032929,0.02015901],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02465099,"threshold_uncertainty_score":0.08246577,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3048024582","doi":"10.1061/9780784483213.045","title":"Use of Subsurface Utility Engineering Data for Multiple Disciplines on Mega Projects","year":2020,"lang":"en","type":"article","venue":"Pipelines 2020","topic":"Underground infrastructure and sustainability","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":"Megaproject; General partnership; Construction engineering; Engineering; Government (linguistics); Scale (ratio); Engineering design process; Civil engineering; Engineering management; Systems engineering; Business","authors":[{"name":"Lawrence Arcand","is_ca":false},{"name":"Ophir Wainer","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0937315635770131,"gpt":0.2630459662660323,"spread":0.1693144026890192,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009795695,0.0004161101,0.0006142848,0.0141626,0.0009683025,0.002541678,0.001035637,0.000510018,0.004169367],"category_scores_gemma":[0.03888953,0.0005242976,0.0004232742,0.02210932,0.0005890869,0.002466776,0.004219132,0.0007373415,0.001707095],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003628795,"about_ca_system_score_gemma":0.006460667,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1093772,"about_ca_topic_score_gemma":0.1702279,"domain_scores_codex":[0.986903,0.00296882,0.001232441,0.001387669,0.006906728,0.0006013693],"domain_scores_gemma":[0.9473039,0.009856114,0.005077118,0.01256757,0.02387716,0.001318205],"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":[0.0003888769,0.0002800791,0.329081,0.0007577939,0.0001456126,0.00101642,0.01223932,0.01779601,0.01001285,0.0100258,0.02980622,0.58845],"study_design_scores_gemma":[0.00008646533,0.0002750557,0.5649602,0.0009416479,0.0001140628,0.0005267085,0.01570963,0.03059058,0.01986131,0.007654824,0.3589969,0.0002825714],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5329646,0.0005305094,0.1048625,0.002043751,0.0001524226,0.001733985,0.1734641,0.008576547,0.1756715],"genre_scores_gemma":[0.7950704,0.000543198,0.1215066,0.0001717414,0.00003608062,0.0008088831,0.06901643,0.001060897,0.01178578],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1093772,"threshold_uncertainty_score":0.2174811,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}