{"id":"W2916173364","doi":"10.2118/0408-0054-jpt","title":"Technology Focus: Offshore Drilling and Completion (April 2008)","year":2008,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Drilling; Completion (oil and gas wells); Workover; Petroleum engineering; Underbalanced drilling; Offshore drilling; Drilling fluid; High pressure; Geology; Engineering; Mechanical 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000159764,0.0001949591,0.0004408883,0.001385404,0.00008877767,0.00001043717,0.0002467018,0.0003518444,0.00001083512],"category_scores_gemma":[0.00006553672,0.0001887922,0.00007171999,0.0004922769,0.0001805632,0.0001124778,0.00004553939,0.0007203138,0.00001102748],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007883112,"about_ca_system_score_gemma":0.00001956341,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001320303,"about_ca_topic_score_gemma":0.000002254852,"domain_scores_codex":[0.9988856,0.000007570246,0.0004780153,0.0001321472,0.00016205,0.0003346618],"domain_scores_gemma":[0.9994702,0.00002848624,0.0001235224,0.0002015665,0.0001036043,0.00007259197],"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":[0.00007609816,0.0001973959,0.08737189,0.0003381769,0.0008831576,0.001756934,0.0005153882,0.5780113,0.1816248,0.01204951,0.007262595,0.1299128],"study_design_scores_gemma":[0.00613111,0.001992775,0.01001487,0.0009616534,0.0002902943,0.04241955,0.001239979,0.4878341,0.1454,0.01903931,0.2826262,0.002050181],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8870772,0.009831071,0.1001589,0.001106655,0.0005384877,0.00004288295,0.000002462118,0.0006565277,0.0005858196],"genre_scores_gemma":[0.9910564,0.002385764,0.006306776,0.000009632641,0.00015777,0.000002841814,6.493134e-7,0.00004189397,0.00003828469],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2753636,"threshold_uncertainty_score":0.7698721,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006848662354580301,"score_gpt":0.1854121300351236,"score_spread":0.1785634676805433,"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."}}