{"meta":{"query_hash":"d538593143c6","filters":{"venue":"IOR 2019 – 20th European Symposium on Improved Oil Recovery"},"cohort_total":1,"direct_labels_cover":0,"predictions_cover":1,"exported":1,"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/d538593143c6","api":"https://metacan.xera.ac/api/v1/cohort?venue=IOR+2019+%E2%80%93+20th+European+Symposium+on+Improved+Oil+Recovery"},"results":[{"id":"W2942847608","doi":"10.3997/2214-4609.201900124","title":"Development of Effective Carbonate Steamflood Strategy Using Full-field Simulation Models and Machine Learning Algorithms","year":2019,"lang":"en","type":"article","venue":"IOR 2019 – 20th European Symposium on Improved Oil Recovery","topic":"Reservoir Engineering and Simulation Methods","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":"Optech (Canada)","funders":"","keywords":"Steam injection; Petroleum engineering; Reservoir simulation; Carbonate; Oil field; Fuzzy logic; Enhanced oil recovery; Geology; Oil in place; Work (physics); Petroleum reservoir; Oil production; Algorithm; Computer science; Process engineering; Environmental science; Engineering; Petroleum; Artificial intelligence; Mechanical engineering; Materials science","score_opus":0.01867649204666468,"score_gpt":0.24942166081885508,"score_spread":0.2307451687721904,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2942847608","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.082519926,0.00028841224,0.9066662,0.00021661894,0.000049425627,0.00012737674,0.00009254641,0.0005527748,0.009486797],"genre_scores_gemma":[0.93789136,0.00013932846,0.059641242,0.000051016286,0.000016560352,0.00019857769,0.00010288291,0.000039598297,0.0019195038],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9998466,0.00003917987,0.0000108585455,0.000032134263,0.00003858219,0.000032654658],"domain_scores_gemma":[0.9995117,0.00024185586,0.000057451332,0.000022105653,0.00013237676,0.000034512952],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006212847,0.00076979306,0.0008897205,0.0007057714,0.0004152491,0.0008393,0.00089321757,0.0009773411,0.0020047678],"category_scores_gemma":[0.0010865321,0.00047649295,0.00084286276,0.00033464303,0.00033083584,0.0006176349,0.00068924035,0.00065700244,0.00026964414],"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":[0.000010813065,0.00001447133,0.00030939918,0.00001745882,0.000009275678,0.000018856199,0.000008066384,0.9914206,0.00041984487,0.0006100309,0.00009882675,0.0070622573],"study_design_scores_gemma":[0.0000011018134,0.0000038781354,0.000019126883,0.0000010154408,0.0000013119255,8.5228135e-7,0.000001359467,0.9997849,0.000060218503,0.000085188,0.000040290688,8.876085e-7],"about_ca_topic_score_codex":0.019206367,"about_ca_topic_score_gemma":0.008719727,"teacher_disagreement_score":0.019206367,"about_ca_system_score_codex":0.000783054,"about_ca_system_score_gemma":0.0013433165,"threshold_uncertainty_score":0.038189173},"labels":[],"label_agreement":null}]}