{"id":"W4402514620","doi":"10.1088/1742-6596/2835/1/012024","title":"Study and application of technical policy limits for layer system recombination in water drive sandstone reservoirs","year":2024,"lang":"en","type":"article","venue":"Journal of Physics Conference Series","topic":"Reservoir Engineering and Simulation Methods","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Petro-Canada","funders":"","keywords":"Layer (electronics); Petroleum engineering; Recombination; Geology; Environmental science; Geotechnical engineering; Petrology; Materials science; Chemistry; Nanotechnology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002061436,0.0002831619,0.0003601372,0.0009816553,0.0005254521,0.001662977,0.0007008481,0.0006494119,0.001173552],"category_scores_gemma":[0.007333927,0.0002746214,0.0005033058,0.0005801871,0.0008915548,0.002108763,0.0009138972,0.0005402502,0.00006537112],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00143148,"about_ca_system_score_gemma":0.001145001,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008155176,"about_ca_topic_score_gemma":0.002566735,"domain_scores_codex":[0.9990947,0.000330225,0.00005143898,0.0001449818,0.0002091588,0.0001695457],"domain_scores_gemma":[0.9974825,0.001487219,0.0004069935,0.0001724461,0.0003646068,0.00008622369],"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":[0.0001113287,0.00008642398,0.0153626,0.00009340642,0.00002669216,0.0002148662,0.000186715,0.935746,0.004554263,0.02766881,0.0004801518,0.01546877],"study_design_scores_gemma":[0.000005328498,0.00004139098,0.001882578,0.000009658875,0.00001027653,0.00003226969,0.000144227,0.9915764,0.002219512,0.003729744,0.0003348782,0.00001384141],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8324567,0.0002760244,0.158067,0.0003464045,0.00001728698,0.00005721706,0.00009116808,0.0001572165,0.008530921],"genre_scores_gemma":[0.9969529,0.00005824559,0.002603338,0.000008517111,0.000001840571,0.00001433912,0.0000234078,0.000007128212,0.0003304092],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008155176,"threshold_uncertainty_score":0.01621538,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02933877401826422,"score_gpt":0.3163374865696923,"score_spread":0.2869987125514281,"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."}}