{"id":"W2075588647","doi":"10.2118/112715-ms","title":"Innovative Hydraulic Isolation Material Preserves Well Integrity","year":2008,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Wellhead; Petroleum engineering; Casing; Clogging; Lost circulation; Oil well; Slurry; Injection well; Drilling; Petroleum; Underbalanced drilling; Fossil fuel; Geology; Hydraulic fracturing; Environmental science; Mining engineering; Drilling fluid; Geotechnical engineering; Engineering; Waste management; Mechanical engineering; Environmental 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":[0.00005553371,0.0001108665,0.000105393,0.00006881024,0.00003920891,0.00001673246,0.00007865355,0.00006740628,0.0002211753],"category_scores_gemma":[0.0000130116,0.0001035565,0.00002104445,0.0002244799,0.00001677943,0.0001735566,0.00001669911,0.0001478221,0.0001215054],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002725327,"about_ca_system_score_gemma":0.000006538878,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004599253,"about_ca_topic_score_gemma":0.000003810617,"domain_scores_codex":[0.9995068,0.000006721918,0.0001519174,0.00009544758,0.00007923697,0.0001599171],"domain_scores_gemma":[0.9997811,0.00001690079,0.00000997478,0.0001210075,0.00003686318,0.00003415163],"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":[0.00002925613,0.00005489407,0.00605457,0.0002063588,0.0001287271,0.00002592382,0.001405036,0.891539,0.06498726,0.002675037,0.03046641,0.002427471],"study_design_scores_gemma":[0.0002857635,0.00003502609,0.009738455,0.00002897683,0.000004427787,0.00002201618,0.00003318833,0.8069724,0.1595114,0.0002052498,0.02278948,0.0003735864],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7992374,0.00003940107,0.12339,0.00003108969,0.0007512938,0.00008499671,0.000004175245,0.001057148,0.07540455],"genre_scores_gemma":[0.9965545,0.00003635795,0.002438341,0.0000178096,0.0001783531,0.000006712057,0.00001771589,0.00002434839,0.0007258818],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1973171,"threshold_uncertainty_score":0.422291,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01494564892914791,"score_gpt":0.2005576221851916,"score_spread":0.1856119732560437,"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."}}