{"meta":{"query_hash":"98ac5ad4fc96","filters":{"venue":"GEOSTRATA Magazine"},"cohort_total":14,"direct_labels_cover":0,"predictions_cover":14,"exported":14,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/98ac5ad4fc96","api":"https://metacan.xera.ac/api/v1/cohort?venue=GEOSTRATA+Magazine"},"results":[{"id":"W2758687681","doi":"10.1061/geosek.0000280","title":"The Uselessness of Elephants in Compacting Fill","year":2017,"lang":"en","type":"article","venue":"GEOSTRATA Magazine","topic":"Grouting, Rheology, and Soil Mechanics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Forensic engineering; Geotechnical engineering; Geology; Engineering","score_opus":0.01547953080370406,"score_gpt":0.24473768250588013,"score_spread":0.22925815170217606,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2758687681","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9866746,0.0002491052,0.0003326286,0.000051415907,0.00046244814,0.00009014447,0.000014631312,0.0000550657,0.012069932],"genre_scores_gemma":[0.9995718,0.00007296976,0.00010768891,0.000007735211,0.00005254481,0.000003851646,0.0000074374116,0.000016837297,0.0001591531],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99922884,0.000019120796,0.00024182066,0.00011135234,0.000093826,0.00030503143],"domain_scores_gemma":[0.9992097,0.0000815092,0.00009308912,0.0005443127,0.000033462038,0.000037944614],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00034114262,0.00011346053,0.0001891506,0.000033066208,0.00016760892,0.000058629663,0.00045888958,0.000071097216,0.000013315843],"category_scores_gemma":[0.0001257219,0.00009155697,0.00003147522,0.00004810603,0.00007320644,0.00014290542,0.000064368,0.00018282156,0.000041030366],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00026920112,0.00039243329,0.5906618,0.0012832406,0.0004747569,0.00046931673,0.0053048837,0.012123275,0.080635555,0.06897776,0.006467958,0.23293982],"study_design_scores_gemma":[0.0017371118,0.000102180216,0.79470634,0.00018618106,0.0000288575,0.000042638538,0.00082089193,0.1843125,0.01010351,0.0034387372,0.004014539,0.00050653523],"about_ca_topic_score_codex":0.0000521067,"about_ca_topic_score_gemma":0.0013634433,"teacher_disagreement_score":0.23243329,"about_ca_system_score_codex":0.0000145515,"about_ca_system_score_gemma":0.000014384954,"threshold_uncertainty_score":0.3733585},"labels":[],"label_agreement":null},{"id":"W2906035702","doi":"","title":"New Home for the Maid: Rockfalls, Talus, and the Race for a Dry Dock","year":2015,"lang":"en","type":"article","venue":"GEOSTRATA Magazine","topic":"Underground infrastructure and sustainability","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"DOCK; Mile; Archaeology; Phoenix; Dry land; Blackwater; Mist; Engineering; Hydrology (agriculture); Geography; Meteorology; Environmental engineering; Geotechnical engineering; Marine engineering","score_opus":0.010952947281485666,"score_gpt":0.21831143252503654,"score_spread":0.20735848524355088,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2906035702","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.042993315,0.012549091,0.9176037,0.013618562,0.0016265361,0.0047504143,0.00022792122,0.00042456467,0.006205903],"genre_scores_gemma":[0.9798599,0.00015227709,0.007694674,0.00051192316,0.0011073034,0.00025387845,0.000075472446,0.00006589654,0.010278696],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99914736,0.000018324068,0.00020274724,0.00018452374,0.0001165653,0.0003305028],"domain_scores_gemma":[0.9989665,0.00038727073,0.000027981087,0.0004098834,0.00009207135,0.000116295225],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00042915906,0.00017809117,0.00020447676,0.000022129045,0.00012725819,0.00014552915,0.00025933716,0.00007659663,0.000033951455],"category_scores_gemma":[0.00017089504,0.00010011927,0.000075368305,0.000096797776,0.00009153328,0.00026180435,0.000054007105,0.00013793718,0.000008649019],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0012201128,0.000030406169,0.0007860623,0.00046170998,0.00034527728,0.0000033837937,0.0022745181,0.009869372,0.00028127522,0.0456918,0.87661284,0.06242327],"study_design_scores_gemma":[0.004563137,0.00012761986,0.0042058816,0.000006514336,0.00009019598,0.00001868847,0.0007070952,0.033650823,0.00005029926,0.12745489,0.8288876,0.0002372919],"about_ca_topic_score_codex":0.00005645759,"about_ca_topic_score_gemma":0.00020135214,"teacher_disagreement_score":0.9368666,"about_ca_system_score_codex":0.000044409237,"about_ca_system_score_gemma":0.00009347398,"threshold_uncertainty_score":0.40827453},"labels":[],"label_agreement":null},{"id":"W3013018797","doi":"10.1061/geosek.0000132","title":"Forever Frozen? Future Challenges for Ground","year":2019,"lang":"en","type":"article","venue":"GEOSTRATA Magazine","topic":"Cross-Border Cooperation and Integration","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Royal Military College of Canada","funders":"","keywords":"Work (physics); Business; Telecommunications; Transport engineering; Geography; Engineering","score_opus":0.029536368450246743,"score_gpt":0.3314752104921497,"score_spread":0.3019388420419029,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3013018797","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.41994083,0.004224344,0.0018642925,0.08253796,0.00472255,0.0030811445,0.00016856127,0.00039044203,0.48306987],"genre_scores_gemma":[0.9167821,0.0012578641,0.0009042856,0.0012089532,0.0022406115,0.00006696137,0.00023684803,0.000023087696,0.077279285],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99912673,0.000037453894,0.00015214417,0.00023878999,0.00019828216,0.000246626],"domain_scores_gemma":[0.9994373,0.000045345067,0.000046378333,0.00019955682,0.00020382938,0.00006759592],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00036965832,0.000100074125,0.00012041911,0.000037570197,0.00025859865,0.00018864586,0.00017361675,0.00011644852,0.002135146],"category_scores_gemma":[0.00006223011,0.000089176516,0.00006120811,0.00010997624,0.000059206737,0.000531571,0.000014016512,0.0000846083,0.0007420438],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008199799,0.00012295405,0.0013087613,0.000060560335,0.000033458116,0.0000010038849,0.010887532,0.0000071520844,0.0018378426,0.828129,0.06387703,0.09365274],"study_design_scores_gemma":[0.00044514379,0.00009634301,0.0144457165,0.000008064526,0.0000066404623,4.795046e-7,0.004340177,0.00009123323,0.000044610253,0.0014871582,0.97890216,0.00013226303],"about_ca_topic_score_codex":0.000096423966,"about_ca_topic_score_gemma":0.0094745895,"teacher_disagreement_score":0.9150251,"about_ca_system_score_codex":0.000034815715,"about_ca_system_score_gemma":0.00012212178,"threshold_uncertainty_score":0.99877703},"labels":[],"label_agreement":null},{"id":"W3121230781","doi":"10.1061/geosek.0000114","title":"Reliability-Based Design (RBD) For Everyone: (No Monte Carlo Simulation Required!)","year":2019,"lang":"en","type":"article","venue":"GEOSTRATA Magazine","topic":"Probabilistic and Robust Engineering Design","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Royal Military College of Canada","funders":"","keywords":"Limit state design; Reliability (semiconductor); Monte Carlo method; Probabilistic logic; Bridge (graph theory); Engineering; Margin (machine learning); Limit (mathematics); Reliability engineering; Resistance Factors; Probabilistic design; Point (geometry); Structural load; Structural engineering; Computer science; Mathematics; Engineering design process; Statistics; Power (physics)","score_opus":0.09345088426074027,"score_gpt":0.3376387915224535,"score_spread":0.24418790726171324,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3121230781","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.020256799,0.00018145744,0.97546655,0.00016557435,0.0010045995,0.0016633999,0.00010178874,0.00019746315,0.00096237205],"genre_scores_gemma":[0.91223675,0.000002399656,0.06880173,0.00022649743,0.00018723094,0.00006851251,0.000024379162,0.000036985857,0.018415522],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99664456,0.00018320998,0.00084109843,0.00088653015,0.0009413901,0.0005032075],"domain_scores_gemma":[0.9932555,0.003989536,0.00022126315,0.0014592753,0.0009035406,0.00017090984],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0035154542,0.00028849265,0.0004555287,0.00019362205,0.00011242362,0.0002123629,0.0007848519,0.00019025277,0.0004716445],"category_scores_gemma":[0.005408564,0.00022266696,0.00019164696,0.0005519309,0.00008415137,0.00054921856,0.00006395192,0.00016542348,0.0030269274],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002989534,0.00005784006,0.00045153298,0.000040292223,0.00000813785,0.0000029974829,0.000024958124,0.96965176,0.0014922208,0.00013601464,0.026838738,0.0009965686],"study_design_scores_gemma":[0.0010741706,0.0004141901,0.0039419457,0.000033046155,0.000024211753,0.0000017764645,0.00001457,0.9348982,0.00017514758,0.003372716,0.05573633,0.00031367654],"about_ca_topic_score_codex":0.000009768162,"about_ca_topic_score_gemma":0.0000025353777,"teacher_disagreement_score":0.9066648,"about_ca_system_score_codex":0.00008266875,"about_ca_system_score_gemma":0.00026685372,"threshold_uncertainty_score":0.9977493},"labels":[],"label_agreement":null},{"id":"W3215297553","doi":"10.1061/geosek.0000083","title":"R. Kerry Rowe, OC, PhD, DEng., DSc(hc), FRS, NAE, FREng, FRSC, FCAE, Dist.M.ASCE, FEIC, FIE(Aust), FCSCE, P.Eng, CP.Eng","year":2020,"lang":"en","type":"article","venue":"GEOSTRATA Magazine","topic":"Scientific Computing and Data Management","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Royal Military College of Canada","funders":"","keywords":"ROWE; Management","score_opus":0.15237004330346335,"score_gpt":0.34266566118524344,"score_spread":0.1902956178817801,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3215297553","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.35260886,0.012640028,0.10052736,0.07165177,0.025241122,0.0053128595,0.0061218957,0.0044447286,0.42145136],"genre_scores_gemma":[0.907262,0.000268829,0.0079800775,0.0065006847,0.00255668,0.00006072649,0.0012619927,0.0001444493,0.07396453],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9887819,0.0004642582,0.00218807,0.003352683,0.0036936016,0.0015194463],"domain_scores_gemma":[0.99249035,0.0011554053,0.00073160726,0.0039506396,0.0005669683,0.0011050369],"candidate_categories":["metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0051144767,0.00083414075,0.0010689807,0.00056483346,0.0008535251,0.002726211,0.0049268226,0.0002915901,0.0063229934],"category_scores_gemma":[0.0051176636,0.00071301294,0.00047027628,0.0034712171,0.0004173608,0.0014809794,0.0026200218,0.0009885654,0.017980166],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000086608576,0.00021216673,0.006202336,0.000051559527,0.00009077798,0.00023294422,0.00041709736,0.00037734056,0.0003780542,0.001169595,0.9448668,0.045914758],"study_design_scores_gemma":[0.0013957886,0.0002456378,0.06011442,0.00007151197,0.00011068875,0.000027282254,0.000727642,0.010936245,0.00025838823,0.0016479077,0.923521,0.0009434769],"about_ca_topic_score_codex":0.00024326945,"about_ca_topic_score_gemma":0.00075105624,"teacher_disagreement_score":0.55465317,"about_ca_system_score_codex":0.00007665335,"about_ca_system_score_gemma":0.00024656235,"threshold_uncertainty_score":0.9995321},"labels":[],"label_agreement":null},{"id":"W3215598986","doi":"10.1061/geosek.0000128","title":"Globalization and Geotechnics — What’s Next for Our Industry?","year":2019,"lang":"en","type":"article","venue":"GEOSTRATA Magazine","topic":"Space exploration and regulation","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Western University","funders":"","keywords":"Geotechnics; Globalization; Business; Engineering; Political science; Geotechnical engineering; Law","score_opus":0.018822337755837696,"score_gpt":0.26602999964686014,"score_spread":0.24720766189102245,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3215598986","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.89621335,0.00049745565,0.07951969,0.011603463,0.0017658948,0.0023914266,0.00011423325,0.00020415505,0.0076903594],"genre_scores_gemma":[0.9945047,0.000018018292,0.0006247754,0.00012701812,0.0002662114,0.000020760386,0.00045426917,0.000012410892,0.0039718207],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9994752,0.00000970752,0.00012274511,0.00017776771,0.00007876373,0.00013586307],"domain_scores_gemma":[0.99964297,0.00000793897,0.000069541544,0.00016394941,0.00006703777,0.000048534428],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007832873,0.00009500909,0.00009571244,0.000032393345,0.00005165864,0.00027500422,0.00005631743,0.000090309615,0.00012784557],"category_scores_gemma":[0.0000031100585,0.00008968674,0.000028309316,0.00010604153,0.000009085103,0.0010805017,0.000022677501,0.00008587207,0.000100438905],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015406137,0.00030207698,0.08473065,0.00015439907,0.00016192044,9.892008e-7,0.0005010789,0.0045029875,0.021311307,0.48827946,0.06668904,0.33321202],"study_design_scores_gemma":[0.0053770957,0.00042878027,0.075194746,0.0002069217,0.00010917305,0.0000065522095,0.012573243,0.0684345,0.003977934,0.021155454,0.8114464,0.0010891558],"about_ca_topic_score_codex":0.0000088507695,"about_ca_topic_score_gemma":0.0000040210384,"teacher_disagreement_score":0.7447574,"about_ca_system_score_codex":0.000007986291,"about_ca_system_score_gemma":0.000028668284,"threshold_uncertainty_score":0.36573192},"labels":[],"label_agreement":null},{"id":"W3215833485","doi":"10.1061/geosek.0000239","title":"Glacier Skywalk: Foundations for a Canadian National Park Landmark","year":2018,"lang":"en","type":"article","venue":"GEOSTRATA Magazine","topic":"Landscape and Cultural Studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"BGC Engineering (Canada)","funders":"","keywords":"National park; Glacier; Canyon; Geography; Archaeology; Physical geography; Landmark; Geology; Cartography","score_opus":0.052980800869568134,"score_gpt":0.26734628445539904,"score_spread":0.2143654835858309,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3215833485","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.023370042,0.00016495588,0.00003561689,0.007483583,0.00088833965,0.00038911117,0.0010572225,0.0000753882,0.96653575],"genre_scores_gemma":[0.89184624,0.000012585586,0.00013514349,0.0022744704,0.0034109158,0.00007522046,0.0006367474,0.000011193779,0.10159751],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9993595,0.0000069488433,0.00012049869,0.00014660877,0.00011347379,0.00025296138],"domain_scores_gemma":[0.99938834,0.000027780603,0.000028518216,0.000082092556,0.0003916729,0.00008161282],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00009507186,0.000095525225,0.00008950381,0.000042780568,0.0008850069,0.00020292222,0.00010073343,0.000023776687,0.0050322074],"category_scores_gemma":[0.000039740637,0.00006893302,0.000046697733,0.000033548615,0.00014205705,0.00019798837,0.000014110017,0.000038826445,0.0010343771],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001628868,0.0000184851,0.0005076254,0.000010033734,0.000056554956,0.000001079581,0.0028824843,1.925205e-7,0.000021718197,0.17698152,0.81815225,0.0013517906],"study_design_scores_gemma":[0.00028175546,0.0000750258,0.003465259,0.0000062311706,0.000016865473,0.0000023352793,0.00036570273,0.000038930957,0.00000768542,0.0045150453,0.9911057,0.000119477154],"about_ca_topic_score_codex":0.006180788,"about_ca_topic_score_gemma":0.7347325,"teacher_disagreement_score":0.86847615,"about_ca_system_score_codex":0.00003363749,"about_ca_system_score_gemma":0.00011420246,"threshold_uncertainty_score":0.99974346},"labels":[],"label_agreement":null},{"id":"W3217805463","doi":"10.1061/geosek.0000092","title":"Resilience — A Requirement of Sustainable Geotechnical Practice","year":2020,"lang":"en","type":"article","venue":"GEOSTRATA Magazine","topic":"Risk and Safety Analysis","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Resilience (materials science); Geotechnical engineering; Geology; Environmental science; Materials science","score_opus":0.07400380332808751,"score_gpt":0.36719813666177153,"score_spread":0.29319433333368405,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3217805463","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.114728086,0.0024350395,0.18959507,0.50159216,0.00020690975,0.0014389014,0.000098792756,0.00030255935,0.18960246],"genre_scores_gemma":[0.98822963,0.00022888494,0.0050155045,0.001720202,0.00008120041,0.000006976369,0.000007027596,0.000008196876,0.004702365],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99620396,0.00023241865,0.0009281024,0.0005964993,0.001668534,0.00037046816],"domain_scores_gemma":[0.99679375,0.00085625116,0.00040879214,0.0008713581,0.00084267085,0.00022715829],"candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0031508005,0.00013576561,0.00037679815,0.00012288075,0.00011439268,0.00013066205,0.0011339377,0.00007666683,0.00088412146],"category_scores_gemma":[0.016720314,0.00010327793,0.00015290309,0.0020851002,0.00018618311,0.0009547488,0.0003647403,0.00020295607,0.0008239868],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00313273,0.0011308659,0.0051058256,0.00013885902,0.00028479943,0.0021572243,0.0032422417,0.027829023,0.026144395,0.21948558,0.5947345,0.116613954],"study_design_scores_gemma":[0.000562251,0.00060713396,0.008160128,0.000010383622,0.00010300664,0.000022645103,0.00616763,0.009190105,0.0014931272,0.015505412,0.95791537,0.0002628299],"about_ca_topic_score_codex":0.00008759697,"about_ca_topic_score_gemma":0.000014996996,"teacher_disagreement_score":0.87350154,"about_ca_system_score_codex":0.000021423193,"about_ca_system_score_gemma":0.00018313315,"threshold_uncertainty_score":0.999954},"labels":[],"label_agreement":null},{"id":"W4214838258","doi":"10.1061/geosek.0000387","title":"Subsurface Utility Engineering and Megaprojects","year":2021,"lang":"en","type":"article","venue":"GEOSTRATA Magazine","topic":"Underground infrastructure and sustainability","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Government (linguistics); Process (computing); Engineering design process; Engineering; Inclusion (mineral); Integrated project delivery; Urban planning; Civil engineering; Environmental planning; Construction engineering; Business; Computer science; Construction management; Geography; Sociology","score_opus":0.006011293560470333,"score_gpt":0.18677839725884093,"score_spread":0.1807671036983706,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4214838258","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9803477,0.0017140375,0.0049078884,0.00015377745,0.00023843843,0.00011402232,0.000019684927,0.00036768286,0.012136767],"genre_scores_gemma":[0.99739623,0.00007008164,0.0020586206,0.000041625808,0.0000616826,0.0000047248723,0.000032620912,0.000021262618,0.00031314432],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.99913853,0.000015010685,0.00017920222,0.0002459463,0.000109653105,0.00031166358],"domain_scores_gemma":[0.99942964,0.00004228241,0.0000100439,0.00034379162,0.00007136882,0.000102875914],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011387286,0.00017238752,0.00018043927,0.000031976455,0.000041875992,0.000081395636,0.000076502736,0.00008590545,0.00025907336],"category_scores_gemma":[0.0000740921,0.00018010073,0.000034837973,0.00022079448,0.00003295332,0.00024441135,0.000050049013,0.00020510868,0.000015553998],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014541559,0.00041424786,0.124770686,0.008698494,0.0010675822,0.0023021507,0.0034473748,0.05473942,0.56899667,0.022443142,0.0884239,0.12455091],"study_design_scores_gemma":[0.0010391837,0.00006601933,0.6034399,0.000041556577,0.00006461856,0.0003346798,0.00038707248,0.10655371,0.024751643,0.004585737,0.25774527,0.000990571],"about_ca_topic_score_codex":0.00000737884,"about_ca_topic_score_gemma":0.00004653568,"teacher_disagreement_score":0.54424506,"about_ca_system_score_codex":0.000035341163,"about_ca_system_score_gemma":0.000046479898,"threshold_uncertainty_score":0.7344295},"labels":[],"label_agreement":null},{"id":"W4375948993","doi":"10.1061/geosek.0000472","title":"Capturing the Ground From the Air For Ground Engineering Purposes","year":2023,"lang":"en","type":"article","venue":"GEOSTRATA Magazine","topic":"Spacecraft Design and Technology","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"SNC-Lavalin (Canada)","funders":"","keywords":"Geohazard; Drone; Common ground; Work (physics); Key (lock); Remote sensing; Ground level; Computer science; Construction engineering; Architectural engineering; Engineering; Ground floor; Geology; Mechanical engineering; Geotechnical engineering; Computer security","score_opus":0.01808434192197583,"score_gpt":0.2081542942913655,"score_spread":0.19006995236938967,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4375948993","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9600875,0.0024327931,0.022454575,0.006555567,0.0017945924,0.0011902609,0.0002183739,0.0041879653,0.0010783935],"genre_scores_gemma":[0.99769276,0.00013086805,0.00056974456,0.00015668324,0.00048507765,0.00020189931,0.000113313254,0.00007209379,0.000577554],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99900544,0.000010192905,0.0001871453,0.00021383597,0.00012606883,0.00045729417],"domain_scores_gemma":[0.99892235,0.00044709706,0.000022170923,0.0005455343,0.000021909531,0.000040921183],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020187684,0.00021016943,0.00016539136,0.000067609864,0.00013641147,0.000085533386,0.0005034578,0.00011484139,0.00003453948],"category_scores_gemma":[0.00007882687,0.00013889717,0.000079403326,0.00038196042,0.000054378772,0.0001319977,0.00007334795,0.00026456907,0.0002876175],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011982452,0.000087982524,0.0021741407,0.0005153261,0.0017025658,0.0003206258,0.003208749,0.08761131,0.362662,0.046270434,0.43289027,0.06243678],"study_design_scores_gemma":[0.0013297539,0.00010671425,0.15843914,0.00009149514,0.00015393714,0.000065387154,0.00089725584,0.17913756,0.0091871405,0.007702453,0.64201266,0.00087652693],"about_ca_topic_score_codex":0.000095816904,"about_ca_topic_score_gemma":0.00022075576,"teacher_disagreement_score":0.35347486,"about_ca_system_score_codex":0.000031039435,"about_ca_system_score_gemma":0.000011526661,"threshold_uncertainty_score":0.56640625},"labels":[],"label_agreement":null},{"id":"W4396769571","doi":"10.1061/geosek.0000537","title":"Innovative Geotechnical Forensic Evaluations","year":2024,"lang":"en","type":"article","venue":"GEOSTRATA Magazine","topic":"Geotechnical Engineering and Underground Structures","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"BGC Engineering (Canada)","funders":"","keywords":"Forensic science; Geotechnical engineering; Forensic engineering; Geology; Engineering; Geography; Archaeology","score_opus":0.013234199615606526,"score_gpt":0.2567563792937805,"score_spread":0.24352217967817397,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4396769571","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.11564215,0.008884403,0.7668864,0.0024718943,0.0037967896,0.0008665242,0.00025205835,0.015753774,0.08544598],"genre_scores_gemma":[0.99706,0.000050903724,0.0018859309,0.000052961786,0.00019441558,0.00003033595,0.0000922437,0.00004442583,0.0005887942],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990268,0.000008268969,0.00024362103,0.00022402595,0.0001963136,0.00030098553],"domain_scores_gemma":[0.9995014,0.000069556656,0.000007130498,0.00029092713,0.000059290676,0.000071682276],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013937226,0.00019292328,0.00015329066,0.00015555776,0.000041203763,0.00011671353,0.00015834814,0.00013780688,0.00020301537],"category_scores_gemma":[0.000057909674,0.00017523312,0.000056426044,0.0008328989,0.000054365468,0.00016759534,0.00003035124,0.0004442438,0.00032935047],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008400959,0.000026054393,0.000011660937,0.00042219146,0.0002465465,0.00012811631,0.00009448722,0.57064605,0.031695306,0.15439671,0.11601473,0.12630972],"study_design_scores_gemma":[0.00026099777,0.00010106113,0.0073506283,0.00014583954,0.00005386054,0.00015589561,0.00001624045,0.6657806,0.0019770036,0.023098227,0.30046695,0.0005926682],"about_ca_topic_score_codex":0.0000036075583,"about_ca_topic_score_gemma":0.0000073646042,"teacher_disagreement_score":0.8814178,"about_ca_system_score_codex":0.000050641556,"about_ca_system_score_gemma":0.00003710272,"threshold_uncertainty_score":0.7145799},"labels":[],"label_agreement":null},{"id":"W4402166203","doi":"10.1061/geosek.0000560","title":"Tackling Climate Change","year":2024,"lang":"en","type":"article","venue":"GEOSTRATA Magazine","topic":"COVID-19 impact on air quality","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Climate change; Environmental science; Geology; Oceanography","score_opus":0.04288062856527652,"score_gpt":0.32065546236500786,"score_spread":0.27777483379973134,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4402166203","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8216465,0.0014972681,0.001970585,0.026891597,0.0018270031,0.001229917,0.0004937104,0.0018973537,0.14254606],"genre_scores_gemma":[0.9942073,0.00015023713,0.0006427954,0.0032261338,0.00027622047,0.000029470608,0.000040617528,0.00003010176,0.0013971017],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9985455,0.000041071737,0.00021083414,0.0004219736,0.00030033215,0.0004802758],"domain_scores_gemma":[0.9993294,0.00007483274,0.000028584156,0.00040663505,0.0000034277098,0.00015711453],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005399184,0.00016340298,0.00012548125,0.000040634386,0.00007997979,0.00014708859,0.00024079133,0.000059729544,0.009552585],"category_scores_gemma":[0.000055730194,0.00014747228,0.0000661815,0.0003909915,0.00010088554,0.0006248404,0.00027362193,0.00017956304,0.023606036],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000116905496,0.00037232068,0.13893737,0.0009420373,0.00006878753,0.0011966855,0.0034269006,0.00029449895,0.05970202,0.007765104,0.16940439,0.617773],"study_design_scores_gemma":[0.00021223896,0.0000921309,0.31559148,0.00008246475,0.000026696602,0.000037648162,0.000030219499,0.0073627606,0.000555983,0.0010288687,0.6745808,0.00039868068],"about_ca_topic_score_codex":0.00023714665,"about_ca_topic_score_gemma":0.00020974329,"teacher_disagreement_score":0.6173743,"about_ca_system_score_codex":0.00014390594,"about_ca_system_score_gemma":0.000013940945,"threshold_uncertainty_score":0.9913528},"labels":[],"label_agreement":null},{"id":"W4413202599","doi":"10.1061/geosek.0000621","title":"Arthur Casagrande’s Canadian Connection","year":2025,"lang":"en","type":"article","venue":"GEOSTRATA Magazine","topic":"Historical Studies and Socio-cultural Analysis","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Geological Survey of Canada","funders":"","keywords":"Connection (principal bundle); History; Engineering; Structural engineering","score_opus":0.0174521451768662,"score_gpt":0.21049914360988595,"score_spread":0.19304699843301976,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413202599","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.28081325,0.0015257427,0.000052763735,0.19414486,0.002144245,0.0002916375,0.00013158559,0.00018038576,0.52071553],"genre_scores_gemma":[0.8342521,0.0001469531,0.000005773353,0.0012624823,0.0003061337,0.000011392328,0.00006034009,0.000004230511,0.16395056],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9993218,0.000017184353,0.00015981916,0.0001734705,0.00008164957,0.00024602932],"domain_scores_gemma":[0.9996135,0.000022130302,0.0000260572,0.00012324817,0.000118439086,0.00009658609],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00006614437,0.000109815424,0.00016708579,0.00008130287,0.0020287668,0.000121688936,0.00009501329,0.00003782181,0.0027263071],"category_scores_gemma":[0.000028429755,0.000083586165,0.00009512685,0.00009568123,0.00010093368,0.00010189541,0.000016225073,0.000102456586,0.00046489385],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000012165726,0.00003507467,0.00062278437,0.000024616902,0.00017607365,0.000022816208,0.009522855,0.000005402408,0.00003080319,0.35990515,0.62235105,0.00729122],"study_design_scores_gemma":[0.00016633386,0.000023157847,0.0008690068,0.000009167199,0.000058611462,6.6046647e-7,0.0011035871,0.000027605027,0.0000028147315,0.004190088,0.9934333,0.000115689785],"about_ca_topic_score_codex":0.10451104,"about_ca_topic_score_gemma":0.9364136,"teacher_disagreement_score":0.83190256,"about_ca_system_score_codex":0.0004726409,"about_ca_system_score_gemma":0.000049382634,"threshold_uncertainty_score":0.99927044},"labels":[],"label_agreement":null},{"id":"W6903253985","doi":"10.1061/geosek.0000597","title":"From Alaska to Texas","year":2025,"lang":"en","type":"article","venue":"GEOSTRATA Magazine","topic":"Soil and Unsaturated Flow","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Solmax (Canada)","funders":"","keywords":"Drainage; Permeability (electromagnetism); Subgrade; Soil water; Vadose zone","score_opus":0.007611712711298179,"score_gpt":0.21889975575046133,"score_spread":0.21128804303916315,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6903253985","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7771707,0.0008973228,0.0038178323,0.0016033151,0.0017823447,0.0002096603,0.000154121,0.00094891904,0.21341577],"genre_scores_gemma":[0.9846931,0.000033258922,0.0017156097,0.0008007357,0.00031189615,0.000012016324,0.00013697533,0.000023823786,0.012272569],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.999395,0.0000057425054,0.00013775207,0.00016899272,0.000073187635,0.00021933916],"domain_scores_gemma":[0.9995644,0.000029451283,0.0000054988236,0.0003014647,0.000023357972,0.00007582092],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000031480096,0.00012905066,0.00012536449,0.000081350474,0.000021362206,0.000051198815,0.00017452646,0.00007516612,0.00031250736],"category_scores_gemma":[0.00001830228,0.00012553841,0.000030055304,0.00033813002,0.000010244609,0.00007883604,0.000031677242,0.00013740161,0.0022803354],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000033243745,0.000033274137,0.0035671007,0.00004693494,0.00014458582,0.000052843832,0.0001280623,0.005777959,0.020233598,0.0004997338,0.902496,0.066986695],"study_design_scores_gemma":[0.0006254131,0.00003283459,0.18048671,0.00009775756,0.00004223927,0.0000025394006,0.000041661846,0.0064177783,0.015245954,0.0013085635,0.7953074,0.00039115097],"about_ca_topic_score_codex":0.000037528953,"about_ca_topic_score_gemma":0.000068647045,"teacher_disagreement_score":0.2075224,"about_ca_system_score_codex":0.000020713167,"about_ca_system_score_gemma":0.000016659356,"threshold_uncertainty_score":0.99849653},"labels":[],"label_agreement":null}]}