{"id":"W7130400386","doi":"10.69894/20200111","title":"2019 Society of Petroleum Engineers Annual Technical Conference and Exhibition, Calgary","year":2020,"lang":"en","type":"article","venue":"Oil IT Journal.","topic":"Reservoir Engineering and Simulation Methods","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Session (web analytics); Sustainability; Petroleum; Panel discussion; Energy (signal processing)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002492151,0.0001206088,0.0002029379,0.00003975404,0.00003505774,0.00002945443,0.0001072054,0.00009407813,0.00009100704],"category_scores_gemma":[0.00006187684,0.0001160955,0.00009058022,0.0001200971,0.00003147372,0.0001482415,0.00002262936,0.0003995753,0.000004572475],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002212043,"about_ca_system_score_gemma":0.00002099043,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001293339,"about_ca_topic_score_gemma":1.825079e-7,"domain_scores_codex":[0.999263,0.0000249454,0.0002737748,0.00009671833,0.0001786325,0.0001629629],"domain_scores_gemma":[0.9995148,0.00007729027,0.00003612097,0.00008890825,0.0000895117,0.0001933566],"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":[0.00001000387,0.000009206187,0.00009972608,0.0002137932,0.00005839933,0.000007489928,0.0008464305,0.9236519,0.01875339,0.000126488,0.05142004,0.004803102],"study_design_scores_gemma":[0.0008300398,0.00007714685,0.0007951498,0.0001054619,0.00002561548,0.0000862837,0.0003266512,0.9647889,0.002298818,0.00005447237,0.03035991,0.000251608],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1437961,0.002497949,0.8439629,0.003336765,0.0003526153,0.0000467741,0.00004061661,0.0003580123,0.00560823],"genre_scores_gemma":[0.9176646,0.002596118,0.07884724,0.0001737453,0.0002626156,0.00000297426,0.000006909628,0.0000442366,0.0004015994],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7738684,"threshold_uncertainty_score":0.4734237,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01765444459977002,"score_gpt":0.2498268228721664,"score_spread":0.2321723782723963,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}