{"id":"W2995302341","doi":"10.1016/j.petrol.2019.106795","title":"A critical review of the possible effects of physical and chemical properties of subcritical water on the performance of water-based drilling fluids designed for ultra-high temperature and ultra-high pressure drilling applications","year":2019,"lang":"en","type":"review","venue":"Journal of Petroleum Science and Engineering","topic":"Subcritical and Supercritical Water Processes","field":"Engineering","cited_by":50,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"State Key Laboratory of Oil and Gas Reservoir Geology and Exploitation","keywords":"Drilling fluid; Rheology; Petroleum engineering; Drilling; Properties of water; Geothermal gradient; Materials science; Supercritical fluid; High pressure; Solubility; Polymer; Chemical engineering; Environmental science; Geology; Chemistry; Composite material; Thermodynamics; Organic chemistry; Metallurgy","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007188472,0.000299939,0.001289218,0.000138874,0.00008082384,0.00004288011,0.0003811273,0.0001324205,0.000001626712],"category_scores_gemma":[0.0006477112,0.0001317281,0.0002100081,0.0002243753,0.0006710074,0.0002190719,0.00003956834,0.0004190532,1.354813e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002059165,"about_ca_system_score_gemma":0.00008545841,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001037781,"about_ca_topic_score_gemma":2.393209e-8,"domain_scores_codex":[0.9980999,0.0000387679,0.0007557066,0.0002200773,0.0005161139,0.0003693864],"domain_scores_gemma":[0.9982277,0.0009076638,0.00004550201,0.0002168333,0.0004795966,0.0001226696],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001345201,0.00005520289,0.0000038776,0.2837603,0.00005603102,5.842433e-7,0.0001036121,0.000591566,0.7131829,0.0005978912,0.000001655818,0.001632938],"study_design_scores_gemma":[0.0002079439,0.0003216534,0.00000437608,0.06070028,0.0006824412,0.00004036273,0.00001801759,0.004125549,0.9331214,0.00002775249,0.0005529684,0.0001972371],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.3430923,0.6552611,0.0006979668,0.0001668732,0.0001406071,0.0005959839,0.00002652109,0.00001232323,0.000006322684],"genre_scores_gemma":[0.7880052,0.211566,0.000266393,0.00001562117,0.00007865547,0.00004157783,0.000001134416,0.00002365953,0.000001753177],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4449129,"threshold_uncertainty_score":0.5371714,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01290946009014863,"score_gpt":0.2290316964130824,"score_spread":0.2161222363229338,"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."}}