{"meta":{"query_hash":"f156e0b66575","filters":{"venue":"Abu Dhabi International Conference and Exhibition"},"cohort_total":5,"direct_labels_cover":0,"predictions_cover":5,"exported":5,"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/f156e0b66575","api":"https://metacan.xera.ac/api/v1/cohort?venue=Abu+Dhabi+International+Conference+and+Exhibition"},"results":[{"id":"W2009124601","doi":"10.2118/88761-ms","title":"Practical Flow Simulation Method for A Naturally Fractured Reservoir: A Field Study","year":2004,"lang":"en","type":"article","venue":"Abu Dhabi International Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Kerr Wood Leidal Associates (Canada)","funders":"","keywords":"Permeability (electromagnetism); Relative permeability; Fracture (geology); Computer science; Matrix (chemical analysis); Petroleum engineering; Complex fracture; Fluid dynamics; Geology; Consistency (knowledge bases); Geotechnical engineering; Mechanics; Materials science; Artificial intelligence; Porosity","score_opus":0.029498932850581364,"score_gpt":0.3441404066166643,"score_spread":0.3146414737660829,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2009124601","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":[0.13711055,0.00003773331,0.8570469,0.003612168,0.0002957666,0.00033475406,0.000014900236,0.00014302832,0.00140423],"genre_scores_gemma":[0.9772678,0.000033349053,0.02202576,0.00021554435,0.00021535471,0.0000639353,0.00008837952,0.000014513718,0.000075365475],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99911857,0.000030480795,0.00022881295,0.00022652106,0.00024353944,0.00015208937],"domain_scores_gemma":[0.9993083,0.00025827042,0.000042638087,0.00012706706,0.00019910684,0.00006464354],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00022045065,0.00013915806,0.00015657341,0.00012272935,0.000093324736,0.00012431237,0.00009665514,0.00011648178,0.00011944317],"category_scores_gemma":[0.00024329819,0.00012405404,0.00007737132,0.000076976925,0.000013452145,0.00034810198,0.000025903906,0.00021808676,0.000009081783],"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":[0.00014332085,0.0001396061,0.00015561265,0.000039668645,0.00025072394,0.0000143057005,0.0016226083,0.9892846,0.0012774682,0.00076523446,0.0008115566,0.0054952963],"study_design_scores_gemma":[0.0012146512,0.0002149213,0.0012154037,0.00006190351,0.00006598928,0.000008435145,0.00054171425,0.9859502,0.0024697331,0.005628861,0.0024184948,0.00020971564],"about_ca_topic_score_codex":0.00013012892,"about_ca_topic_score_gemma":0.0002357729,"teacher_disagreement_score":0.8401573,"about_ca_system_score_codex":0.00006832929,"about_ca_system_score_gemma":0.000027861694,"threshold_uncertainty_score":0.50587773},"labels":[],"label_agreement":null},{"id":"W2043181851","doi":"10.2118/88754-ms","title":"Sour Gas Development – Technical and Operational Integrity Issues and Management","year":2004,"lang":"en","type":"article","venue":"Abu Dhabi International Conference and Exhibition","topic":"Structural Integrity and Reliability Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Shell (Canada)","funders":"","keywords":"Integrity management; Abu dhabi; Pipeline transport; Sour gas; Risk analysis (engineering); Corrosion; Engineering; Production (economics); Environmental science; Forensic engineering; Construction engineering; Waste management; Business; Natural gas; Environmental engineering; Materials science; Economics","score_opus":0.020079633840289445,"score_gpt":0.260553951212908,"score_spread":0.24047431737261854,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2043181851","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":[0.9895329,0.00037489145,0.004760225,0.0022546023,0.0001328804,0.00011117553,0.000008368707,0.00007873073,0.0027462228],"genre_scores_gemma":[0.9912057,0.0020346458,0.0064508254,0.00009977962,0.00006749372,0.00002107797,0.000056603734,0.000005173913,0.000058690694],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","domain_scores_codex":[0.9993817,0.000009580307,0.0001768534,0.00016829823,0.00015672793,0.000106808584],"domain_scores_gemma":[0.99978334,0.00001432095,0.00001605638,0.000051801864,0.000072775416,0.000061728526],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011436581,0.00011506485,0.00010583125,0.000082108396,0.00009113409,0.00010635932,0.000055324617,0.00008383381,0.00012610886],"category_scores_gemma":[0.000011536922,0.000101551006,0.000019978355,0.00004537587,0.00009513142,0.0002516879,0.000054575914,0.00017385276,0.00000857302],"study_design_candidate":"theoretical_or_conceptual","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":[0.00010633509,0.000178977,0.01442754,0.00051370414,0.0006632292,0.000024857927,0.004076652,0.0011620991,0.025323762,0.8558356,0.0008558975,0.096831344],"study_design_scores_gemma":[0.002976384,0.00018340096,0.7604686,0.001117275,0.00023064046,0.0004544967,0.0043623205,0.020199327,0.030910408,0.15272677,0.024687907,0.0016824503],"about_ca_topic_score_codex":0.000072236675,"about_ca_topic_score_gemma":0.00013770057,"teacher_disagreement_score":0.74604106,"about_ca_system_score_codex":0.00006442587,"about_ca_system_score_gemma":0.000009486502,"threshold_uncertainty_score":0.414113},"labels":[],"label_agreement":null},{"id":"W2070285759","doi":"10.2118/88641-ms","title":"CO2 Recovery and Utilization for EOR","year":2004,"lang":"en","type":"article","venue":"Abu Dhabi International Conference and Exhibition","topic":"Reservoir Engineering and Simulation Methods","field":"Engineering","cited_by":5,"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":"Flue gas; Natural gas; Enhanced oil recovery; Process engineering; Environmental science; Booster (rocketry); Petroleum engineering; Computer science; Engineering; Waste management","score_opus":0.04893261386110227,"score_gpt":0.29936647938934974,"score_spread":0.2504338655282475,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2070285759","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":[0.5275219,0.000100622,0.47003418,0.0001965637,0.00026763632,0.0001007166,0.00001870431,0.00009132701,0.0016683254],"genre_scores_gemma":[0.989198,0.00053240673,0.009895413,0.000039375132,0.00009560513,0.000028879971,0.00010217372,0.000011545821,0.00009659338],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99959326,0.0000063922503,0.00012488202,0.000113257425,0.00007917987,0.000083017614],"domain_scores_gemma":[0.9997639,0.0000456948,0.00001644701,0.000050006984,0.000085328065,0.00003862954],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000100992445,0.00007949678,0.00007467627,0.00007543474,0.00003997363,0.00006937386,0.000037350204,0.000055916382,0.00003214248],"category_scores_gemma":[0.000046203688,0.00008400021,0.000020637166,0.00003739233,0.000018857614,0.0002450851,0.000009529281,0.000049058406,0.0000027676283],"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":[0.00011488105,0.00004123811,0.0008803804,0.00026731758,0.000115047354,0.0000030669908,0.0011716413,0.73962206,0.028910616,0.17132355,0.0006651373,0.056885075],"study_design_scores_gemma":[0.0025990189,0.0001581468,0.00779319,0.00022909895,0.000024056864,0.000022409242,0.00024871604,0.8575042,0.013802927,0.10806977,0.009126149,0.00042234262],"about_ca_topic_score_codex":0.0000078813155,"about_ca_topic_score_gemma":0.0000065862323,"teacher_disagreement_score":0.4616761,"about_ca_system_score_codex":0.0000307494,"about_ca_system_score_gemma":0.000008639171,"threshold_uncertainty_score":0.34254292},"labels":[],"label_agreement":null},{"id":"W2071044031","doi":"10.2118/88773-ms","title":"Re-Birth of a Mature Carbonate Gas Pool","year":2004,"lang":"en","type":"article","venue":"Abu Dhabi International Conference and Exhibition","topic":"Reservoir Engineering and Simulation Methods","field":"Engineering","cited_by":2,"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":"Profitability index; Petroleum engineering; Natural gas field; Consolidation (business); Reservoir engineering; Production (economics); Work (physics); Environmental science; Wellbore; Computer science; Natural gas; Engineering; Business; Geology; Economics; Petroleum; Waste management","score_opus":0.01771433853870723,"score_gpt":0.26209633183650693,"score_spread":0.2443819932977997,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2071044031","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":[0.94022906,0.00013287348,0.040139563,0.00039501005,0.0003417949,0.000080093676,0.000024990863,0.0001347512,0.018521838],"genre_scores_gemma":[0.9958816,0.0002509817,0.00361487,0.000027961487,0.000074653595,0.000008788232,0.000039578354,0.000012293207,0.000089270725],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994464,0.000010389764,0.00017510483,0.00010851964,0.00016222155,0.00009735871],"domain_scores_gemma":[0.99971026,0.000024833738,0.00002788239,0.000091264104,0.00010253947,0.00004319427],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000096157026,0.00009665901,0.000109581575,0.000101711754,0.000019098421,0.000030156503,0.00007944059,0.000071110335,0.00012131524],"category_scores_gemma":[0.00002670444,0.000097052456,0.000035806395,0.00007039324,0.000025278325,0.00015877439,0.000015260102,0.00011566759,0.0000059096906],"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":[0.00003970397,0.000027458838,0.0006412243,0.00014297868,0.000077339784,0.000009000097,0.001084376,0.916677,0.03230941,0.045225218,0.00018330816,0.0035829982],"study_design_scores_gemma":[0.003510916,0.00016940574,0.0155723505,0.0007161198,0.0000364932,0.00003393346,0.0009641728,0.8312464,0.07481505,0.066951,0.0052448735,0.00073932984],"about_ca_topic_score_codex":0.000034329292,"about_ca_topic_score_gemma":0.000015927137,"teacher_disagreement_score":0.08543063,"about_ca_system_score_codex":0.00003458433,"about_ca_system_score_gemma":0.000013047271,"threshold_uncertainty_score":0.39576843},"labels":[],"label_agreement":null},{"id":"W2093775402","doi":"10.2118/88793-ms","title":"Seismic Integration for Better Modeling of Rock Type Based Reservoir Characterization: A Field Case Example","year":2004,"lang":"en","type":"article","venue":"Abu Dhabi International Conference and Exhibition","topic":"Reservoir Engineering and Simulation Methods","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Kerr Wood Leidal Associates (Canada)","funders":"","keywords":"Petrophysics; Seismic inversion; Seismic to simulation; Geology; Porosity; Seismic attribute; Reservoir modeling; Diagenesis; Petrology; Permeability (electromagnetism); Petroleum reservoir; Seismology; Mineralogy; Geotechnical engineering; Petroleum engineering; Geometry","score_opus":0.051384232510011174,"score_gpt":0.2895061233128813,"score_spread":0.2381218908028701,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2093775402","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":[0.4676814,0.0000075424687,0.53169286,0.00021200503,0.00014687398,0.00007879633,0.000018648821,0.0000403159,0.000121580684],"genre_scores_gemma":[0.9875168,0.000028338694,0.0118168155,0.00008403269,0.000108058215,0.000029819415,0.0003769691,0.0000144763035,0.000024643863],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994265,0.000012592425,0.00023063063,0.00013027572,0.00010703603,0.00009296974],"domain_scores_gemma":[0.9995097,0.0000636126,0.00003443612,0.00009697605,0.00026077835,0.000034489778],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012270565,0.0001003416,0.00011030431,0.00011806133,0.00004194836,0.000043678145,0.000060547518,0.00007933707,0.000054544354],"category_scores_gemma":[0.000059475577,0.00010406617,0.00003685472,0.00007938097,0.0000067605756,0.0002529764,0.000009945296,0.0000822209,0.0000020113862],"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":[0.00003476539,0.000010282448,0.00006307781,0.00005136025,0.000014137628,0.0000030013807,0.00020816347,0.97857636,0.018469978,0.0013825685,0.00001890375,0.0011674085],"study_design_scores_gemma":[0.0005700914,0.00006591838,0.00008595359,0.000106027655,0.00000845144,0.000017608805,0.000061537794,0.98457783,0.012207839,0.0020128782,0.00018005366,0.000105785264],"about_ca_topic_score_codex":0.00006862777,"about_ca_topic_score_gemma":0.000015075843,"teacher_disagreement_score":0.519876,"about_ca_system_score_codex":0.00003575645,"about_ca_system_score_gemma":0.000020673362,"threshold_uncertainty_score":0.4243695},"labels":[],"label_agreement":null}]}