{"id":"W3089225043","doi":"10.1615/interfacphenomheattransfer.2020035213","title":"TESTING A MATHEMATICAL MODEL OF THERMOHYDRAULIC PROCESSES DURING DRILLING THE WELLS UNDER THE PERMAFROST CONDITIONS","year":2020,"lang":"en","type":"article","venue":"Interfacial phenomena and heat transfer","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Baker Hughes (Canada)","funders":"","keywords":"Permafrost; Drilling; Rheology; Drilling fluid; Heat transfer; Geology; RADIUS; Petroleum engineering; Mechanics; Borehole; Geotechnical engineering; Thermodynamics; Materials science","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":[0.0005511323,0.0005847382,0.0004705516,0.000264694,0.000325767,0.0006169234,0.0008798862,0.0009511263,0.001514129],"category_scores_gemma":[0.001272843,0.0002438266,0.0006401656,0.0002077577,0.0005750325,0.0007298684,0.0005006061,0.00085749,0.0002272101],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004927825,"about_ca_system_score_gemma":0.001149807,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00457327,"about_ca_topic_score_gemma":0.002955776,"domain_scores_codex":[0.9998372,0.00003372502,0.00001017487,0.00004299802,0.00005751654,0.00001838439],"domain_scores_gemma":[0.9996144,0.0002275748,0.00005303905,0.00002981868,0.00006576419,0.000009385953],"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":[0.0000200202,0.00003140477,0.0007564242,0.00008615356,0.000008892954,0.00007232889,0.00006477556,0.9771757,0.01071003,0.007086745,0.0000879175,0.003899556],"study_design_scores_gemma":[0.00000266031,0.00001533568,0.000118325,0.000002693384,0.000002492846,0.0000110051,0.000005652765,0.9975642,0.001623576,0.0005013071,0.0001497688,0.000002973374],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1382404,0.0003045077,0.8515712,0.0002388878,0.0000479054,0.0001559698,0.0002813758,0.000276397,0.008883274],"genre_scores_gemma":[0.9438359,0.0003115274,0.05037263,0.00003850658,0.00001731914,0.0003483489,0.0001571927,0.00005334691,0.004865352],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00457327,"threshold_uncertainty_score":0.009093285,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07729281660777582,"score_gpt":0.2446981338334133,"score_spread":0.1674053172256375,"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."}}