{"id":"W4221097070","doi":"10.2118/209026-ms","title":"Thru-Tubing Cleanouts and Acidization in Unconventional Wells","year":2022,"lang":"en","type":"article","venue":"SPE/ICoTA Well Intervention Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Coiled tubing; Workover; Completion (oil and gas wells); Casing; Petroleum engineering; Nozzle; Production (economics); Engineering; Drilling; Directional drilling; Mechanical 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002752008,0.0001431094,0.0001466363,0.0002111288,0.0001095163,0.00008213227,0.00005822864,0.00005060108,0.0006615554],"category_scores_gemma":[0.000007886156,0.0001758987,0.00005470854,0.0001659108,0.00002753787,0.0002699881,0.00006291289,0.0002264795,0.00001989333],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007462422,"about_ca_system_score_gemma":0.000007711235,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005560858,"about_ca_topic_score_gemma":0.00003362287,"domain_scores_codex":[0.9990852,0.00004663729,0.0003029571,0.0002252274,0.0001507783,0.0001892244],"domain_scores_gemma":[0.9997663,0.00002079401,0.00004363419,0.00008987786,0.00002598257,0.00005345053],"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":[0.0001610862,0.0004880705,0.01857412,0.001868071,0.0001781346,0.0000680125,0.003079673,0.7501888,0.04007812,0.05141513,0.003753574,0.1301472],"study_design_scores_gemma":[0.001766475,0.0002150442,0.009212391,0.0005650822,0.00003101569,0.00006186341,0.001478709,0.963778,0.005876897,0.007406829,0.009038871,0.0005688272],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9238888,0.0008377476,0.06812708,0.0002035682,0.0008060763,0.000257411,0.00002630763,0.0002244933,0.005628534],"genre_scores_gemma":[0.9989527,0.0003462342,0.000155214,0.00002697634,0.00005335581,0.00003463853,0.000135089,0.00002167844,0.0002741188],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2135893,"threshold_uncertainty_score":0.7243568,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01079843317817405,"score_gpt":0.2061081585962715,"score_spread":0.1953097254180974,"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."}}