{"id":"W4413135666","doi":"10.1061/9780784486368.016","title":"Value of Geological Information and Drilling Data for Annular Pressure Analysis in Horizontal Directional Drilling","year":2025,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Drilling; Directional drilling; Petroleum engineering; Geology; Measurement while drilling; Value (mathematics); Computer science; Mechanical engineering; Engineering","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":[0.00594753,0.0007977958,0.0008291116,0.003198686,0.0004722472,0.002703484,0.001088983,0.0009757208,0.00134005],"category_scores_gemma":[0.02494681,0.0005170607,0.0004666174,0.00298432,0.0006586664,0.004094802,0.001164839,0.000712465,0.0003244943],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001039722,"about_ca_system_score_gemma":0.002980348,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01025277,"about_ca_topic_score_gemma":0.01211446,"domain_scores_codex":[0.9967065,0.001815198,0.0002428156,0.0002878987,0.0008465938,0.0001009063],"domain_scores_gemma":[0.97957,0.01393933,0.001593809,0.001561482,0.003043095,0.0002922858],"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":[0.000747507,0.0003618691,0.1966016,0.002223066,0.0002672949,0.001088171,0.0006155483,0.3571296,0.01414465,0.02541767,0.003843745,0.3975593],"study_design_scores_gemma":[0.0000382451,0.0003482277,0.05818122,0.0007639573,0.0001788797,0.0004752702,0.001830624,0.8998138,0.01259953,0.01523895,0.01037181,0.0001594762],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5354028,0.006407271,0.4326216,0.003226868,0.0001723442,0.0004217299,0.005415712,0.0008603412,0.01547128],"genre_scores_gemma":[0.8904017,0.002144385,0.1047812,0.00006842667,0.00004445565,0.0001134336,0.00168943,0.00004617589,0.0007107009],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01025277,"threshold_uncertainty_score":0.03145391,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006381304145130924,"score_gpt":0.2154996770859045,"score_spread":0.2091183729407736,"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."}}