{"id":"W3114677332","doi":"10.1115/omae2020-18719","title":"Removal of Magnetic Contamination in Drilling Fluids: Effect on Directional Drilling","year":2020,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Drilling fluid; Drilling; Ditch; Magnet; Measurement while drilling; Geology; Petroleum engineering; Marine engineering; Environmental science; Mechanical engineering; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005021694,0.0005433422,0.0003409953,0.0004960111,0.0002854344,0.0005127022,0.0003497816,0.0004845282,0.000794615],"category_scores_gemma":[0.002161831,0.0002755398,0.0002111045,0.0003224826,0.0003868776,0.0004477585,0.0004714702,0.0002995212,0.0002634462],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001188727,"about_ca_system_score_gemma":0.0002469881,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007511911,"about_ca_topic_score_gemma":0.0009585219,"domain_scores_codex":[0.9994474,0.0001343328,0.00007059848,0.00009640985,0.0001752986,0.00007592292],"domain_scores_gemma":[0.9982504,0.0005914352,0.0004479337,0.0002274412,0.0003928029,0.00008989312],"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":[0.0004238207,0.00007093287,0.002656891,0.0002250509,0.00002121931,0.00009097153,0.0001029065,0.0009917374,0.9652448,0.00008404109,0.0001218144,0.02996591],"study_design_scores_gemma":[0.00001330165,0.0004743922,0.00622166,0.00001147745,0.00003092366,0.0001393828,0.00005077024,0.001676013,0.989399,0.0000202519,0.001945642,0.00001724638],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9709146,0.0009773482,0.02611187,0.0001034048,0.0000716128,0.00004803662,0.00007291291,0.0004757465,0.001224478],"genre_scores_gemma":[0.9743208,0.0003282519,0.02424035,0.00005638655,0.00001419174,0.00001464945,0.00007636459,0.00006371945,0.0008853305],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.000794615,"threshold_uncertainty_score":0.002658248,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005838934896284988,"score_gpt":0.181094482433872,"score_spread":0.175255547537587,"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."}}