{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":3,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":3,"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":"945e155817c8","filters":{"venue":"ECMOR XVII"}},"results":[{"id":"W3113121940","doi":"10.3997/2214-4609.202035216","title":"Turbulent Flow Effects in A Slickwater Fracture Propagation in Permeable Rock","year":2020,"lang":"en","type":"article","venue":"ECMOR XVII","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Dalhousie University","funders":"","keywords":"Turbulence; Mechanics; Fracture (geology); Flow (mathematics); Geology; Geotechnical engineering; Materials science; Physics","authors":[{"name":"Evgenii Kanin","is_ca":false},{"name":"Dmitry Garagash","is_ca":true},{"name":"Andrei Osiptsov","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.005226740806095915,"gpt":0.1877312588066927,"spread":0.1825045180005968,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001585098,0.0002680325,0.0003559887,0.0004335013,0.000389754,0.0005721546,0.0003938847,0.0005053005,0.0007369298],"category_scores_gemma":[0.000627965,0.0001834392,0.000415897,0.0002233333,0.0008313496,0.0004228336,0.0004243663,0.0003864346,0.00005110951],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005904059,"about_ca_system_score_gemma":0.0003589725,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007928469,"about_ca_topic_score_gemma":0.002905732,"domain_scores_codex":[0.9999187,0.00001157715,0.000006516843,0.00001691243,0.00002332759,0.00002284225],"domain_scores_gemma":[0.9997467,0.0001074144,0.00006742436,0.00001509939,0.00003527197,0.0000280459],"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":[0.0002656177,0.0001292874,0.01245158,0.0001039366,0.00004512932,0.001368915,0.0001804422,0.8584468,0.116249,0.004386526,0.0001261238,0.006246687],"study_design_scores_gemma":[0.00001445404,0.0001404597,0.00830425,0.000009047697,0.00001527948,0.0001522733,0.0001373361,0.9797466,0.01054328,0.0007679011,0.0001453677,0.00002380466],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9906601,0.00007225228,0.008225629,0.00003609792,0.000004702543,0.000009624187,0.00003404264,0.00004267452,0.0009149389],"genre_scores_gemma":[0.9986498,0.00002768892,0.0009215828,0.000004718306,0.000001552518,0.000004287655,0.0000211574,0.000006616045,0.0003626234],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007928469,"threshold_uncertainty_score":0.01576465,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3091819640","doi":"10.3997/2214-4609.202035075","title":"Huff-n-Puff (HNP) Pilot Design in Shale Reservoirs Using Dual-Porosity, Dual-Permeability Compositional Simulations","year":2020,"lang":"en","type":"article","venue":"ECMOR XVII","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Encana (Canada); University of Calgary","funders":"","keywords":"Porosity; Monte Carlo method; Parametric statistics; Oil shale; Probabilistic logic; Petroleum engineering; Permeability (electromagnetism); Markov chain Monte Carlo; Computer science; Kriging; Environmental science; Mathematical optimization; Geology; Mathematics; Geotechnical engineering; Statistics; Chemistry","authors":[{"name":"Hamidreza Hamdi","is_ca":true},{"name":"Christopher R. Clarkson","is_ca":true},{"name":"Ali Esmail","is_ca":true},{"name":"Mário Costa Sousa","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05695734304172825,"gpt":0.2675729525254224,"spread":0.2106156094836941,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009537076,0.0002951045,0.0004627873,0.0004151036,0.0003335029,0.0004999916,0.000541269,0.000620627,0.0008917374],"category_scores_gemma":[0.001329777,0.0002734629,0.000350953,0.0002079743,0.0005040038,0.0005269297,0.0005100428,0.0004235748,0.00007400323],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007554927,"about_ca_system_score_gemma":0.001031809,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005763336,"about_ca_topic_score_gemma":0.004833301,"domain_scores_codex":[0.9998431,0.00004429711,0.000007568989,0.00002325958,0.00004409454,0.00003754259],"domain_scores_gemma":[0.9993766,0.0003409811,0.00008279253,0.00004069111,0.0001106091,0.00004843105],"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":[0.00005029503,0.00002911764,0.0009056629,0.00002802337,0.000004405444,0.00004681369,0.0000184421,0.9912634,0.003167305,0.0008123998,0.00004926479,0.00362483],"study_design_scores_gemma":[0.00000594054,0.00005552705,0.0001419152,0.000002780693,0.000003025884,0.000004504411,0.0000103654,0.9974361,0.001971646,0.0002614206,0.0001037531,0.000003009718],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8285967,0.000151327,0.1662271,0.0001249084,0.00001640544,0.00008792313,0.0001244519,0.0002486454,0.00442266],"genre_scores_gemma":[0.9856426,0.00002651538,0.01396473,0.000006807739,8.200623e-7,0.000028575,0.00001877081,0.000007180326,0.0003040205],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005763336,"threshold_uncertainty_score":0.01145953,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3112131658","doi":"10.3997/2214-4609.202035210","title":"Importance of Improving Support Material Removal from Polyjet 3D-Printed Porous Models","year":2020,"lang":"en","type":"article","venue":"ECMOR XVII","topic":"Groundwater flow and contamination studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"","keywords":"3d printed; Porous medium; Porosity; 3D printing; Permeability (electromagnetism); Materials science; Computer science; Composite material; Biomedical engineering; Engineering; Chemistry","authors":[{"name":"S. Lopez Saavedra","is_ca":true},{"name":"Sergey Ishutov","is_ca":true},{"name":"Rick Chalaturnyk","is_ca":true},{"name":"G. Zambrano Narvaez","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01793223631845203,"gpt":0.2092063630139386,"spread":0.1912741266954866,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003909876,0.0003184358,0.0002783604,0.0003515374,0.0001759037,0.0006101354,0.0003125431,0.0004609032,0.001026308],"category_scores_gemma":[0.001440461,0.000209492,0.0003384996,0.0001985869,0.000323954,0.0004314159,0.0002403081,0.0004501497,0.0002465495],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001644847,"about_ca_system_score_gemma":0.0001766208,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003298457,"about_ca_topic_score_gemma":0.0007317819,"domain_scores_codex":[0.9994854,0.00005352578,0.00005369036,0.00005891639,0.0003089378,0.00003948359],"domain_scores_gemma":[0.9984645,0.0007079493,0.0002988541,0.00025234,0.0002393912,0.00003702169],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0000291867,0.00001654809,0.0002999119,0.00006475383,0.000004303339,0.0000518976,0.00001713302,0.001025729,0.9941651,0.00003426005,0.00002201609,0.004269237],"study_design_scores_gemma":[0.00000183284,0.0001020722,0.001656109,0.000003503718,0.000006913955,0.00008464658,0.00001252332,0.000991438,0.9965981,0.00001597209,0.0005216237,0.000005357977],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9712003,0.0005082909,0.02628204,0.00006698108,0.00004446767,0.00005766448,0.0001561528,0.0003339193,0.001350139],"genre_scores_gemma":[0.964982,0.0003229143,0.03338461,0.00003423512,0.000006914646,0.00003962412,0.0001483003,0.00006870314,0.001012739],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001026308,"threshold_uncertainty_score":0.003433347,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}