{"id":"W4409962509","doi":"10.2118/0525-0021-jpt","title":"Remote Borehole Management Overcomes Strength Anisotropy and Enhances Hole Cleaning","year":2025,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Borehole; Anisotropy; Geology; Environmental science; Materials science; Petroleum engineering; Geotechnical engineering; Physics; Optics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001352096,0.0001336669,0.0002563848,0.0006884118,0.00004319535,0.00002831292,0.0001969881,0.000110659,0.000005231811],"category_scores_gemma":[0.00002344998,0.0001274994,0.00005158592,0.0002753648,0.00004354043,0.00009108196,0.00005615616,0.0003451401,0.000002644125],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006076753,"about_ca_system_score_gemma":0.000007734398,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001370975,"about_ca_topic_score_gemma":0.000001716386,"domain_scores_codex":[0.99927,0.000006277658,0.0003040038,0.0001008446,0.0001018121,0.0002170288],"domain_scores_gemma":[0.9996884,0.00003254161,0.00006601623,0.0001497886,0.00002741772,0.00003580656],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004654056,0.00006685463,0.002273732,0.0006511003,0.0009826891,0.0003369818,0.0001285043,0.3843343,0.04530198,0.03425777,0.003000484,0.5286191],"study_design_scores_gemma":[0.003894868,0.0006380819,0.004457825,0.001927887,0.000370136,0.0002456866,0.002179016,0.5625754,0.1340757,0.01941665,0.2692726,0.000946175],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.765449,0.006343038,0.2197187,0.0005169988,0.0008740483,0.00004366295,0.000001756754,0.000390902,0.006661917],"genre_scores_gemma":[0.9797143,0.00225206,0.01765104,0.00001855371,0.00005454598,7.325595e-7,3.114724e-7,0.0000173711,0.0002910448],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5276729,"threshold_uncertainty_score":0.5199274,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002504646658070941,"score_gpt":0.2001020972510822,"score_spread":0.1975974505930112,"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."}}