{"id":"W2025471865","doi":"10.2118/143331-ms","title":"Inversion of DTS Logs To Measure Zonal Coverage During and After Wellbore Treatments With Coiled Tubing","year":2011,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Suncor Energy Incorporated","keywords":"Coiled tubing; Petroleum engineering; Inversion (geology); Geology; Wellbore; Workflow; Carbonate; Reservoir modeling; Petrology; Materials science; Computer science; Structural basin; Geomorphology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003264735,0.0002872871,0.0002066478,0.0008361394,0.0002134371,0.000332307,0.0003053224,0.0002991363,0.0009946764],"category_scores_gemma":[0.001029724,0.0001697222,0.0001889109,0.0007558906,0.0002362376,0.0003506195,0.0002051166,0.0003319644,0.0002497225],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004388229,"about_ca_system_score_gemma":0.000437446,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009787087,"about_ca_topic_score_gemma":0.01669146,"domain_scores_codex":[0.9999099,0.00001026305,0.000006637457,0.00002086893,0.00003799426,0.00001423409],"domain_scores_gemma":[0.9995531,0.0001081731,0.00007527901,0.00005656762,0.0001622931,0.00004450663],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.001563169,0.0004430734,0.2187836,0.0001945714,0.00007838997,0.0004966314,0.001040724,0.1921167,0.463284,0.001392356,0.001791327,0.1188156],"study_design_scores_gemma":[0.00005660713,0.0002434423,0.202481,0.00002237123,0.00003382033,0.0001082731,0.0004062595,0.6552886,0.1370932,0.0007502492,0.003432757,0.00008342789],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9769195,0.00004721334,0.0195196,0.00006415763,0.00001960648,0.00003539889,0.001102834,0.0007474156,0.001544318],"genre_scores_gemma":[0.9923127,0.00002097398,0.006815214,0.000007321869,0.00000293674,0.00001099379,0.000467469,0.0000335789,0.0003286932],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009787087,"threshold_uncertainty_score":0.0194602,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006810981366573459,"score_gpt":0.1498269639100389,"score_spread":0.1430159825434654,"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."}}