{"id":"W2130116439","doi":"10.1007/s11053-010-9114-0","title":"On the Impact of Permeability Heterogeneity on SAGD Steam Chamber Growth","year":2010,"lang":"en","type":"article","venue":"Natural Resources Research","topic":"Metallurgical Processes and Thermodynamics","field":"Engineering","cited_by":52,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"University of Calgary","keywords":"Permeability (electromagnetism); Petroleum engineering; Environmental science; Geology; Chemistry","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001261357,0.000171566,0.0002025611,0.0001147846,0.0001425116,0.00005094035,0.0004339641,0.0001542232,0.0004793886],"category_scores_gemma":[0.001006816,0.00008664744,0.0002015514,0.0004001887,0.000253983,0.00004819993,0.00009145083,0.002055296,0.00007258912],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008610035,"about_ca_system_score_gemma":0.00002081035,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001488265,"about_ca_topic_score_gemma":0.0000662519,"domain_scores_codex":[0.9981268,0.0001644847,0.000191009,0.0002330324,0.0008287292,0.0004559661],"domain_scores_gemma":[0.9979648,0.001146069,0.00002515348,0.0005139041,0.0002203821,0.0001297107],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.004646074,0.002257615,0.006730975,0.001730377,0.001622658,0.0001087144,0.004642442,0.08909778,0.7381079,0.08509171,0.006684666,0.05927913],"study_design_scores_gemma":[0.0008424247,0.001186264,0.1600833,0.00009916603,0.00001173665,0.0000197243,0.000129109,0.7986762,0.0228998,0.01291872,0.002544355,0.0005891498],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9805014,0.0001857116,0.00000525495,0.0001019106,0.00009534681,0.0002415374,0.00001411307,0.00005308745,0.01880168],"genre_scores_gemma":[0.9996384,0.00003165386,0.000007413071,0.0000129092,0.0001005112,0.00001306459,0.000003466009,0.00002751786,0.0001650466],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7152081,"threshold_uncertainty_score":0.8929351,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03202132682830705,"score_gpt":0.3406631757879891,"score_spread":0.3086418489596821,"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."}}