{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00003502362,0.0001396209,0.0001460106,0.00008246164,0.0000207074,0.000008385854,0.00004301285,0.0000454963,0.00007181383],"category_scores_gemma":[0.000002877692,0.000114121,0.00002198529,0.00009040211,0.00001133518,0.00009187398,0.00002041985,0.00006061104,0.00001104551],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003029776,"about_ca_system_score_gemma":0.000004100635,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002902151,"about_ca_topic_score_gemma":0.00001766619,"domain_scores_codex":[0.9994767,0.000004330182,0.0001096719,0.0001283589,0.0001115981,0.0001692813],"domain_scores_gemma":[0.99975,0.000008685129,0.00001015048,0.0001139648,0.00001891392,0.00009828732],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001545166,0.0002950858,0.362632,0.002185527,0.001556822,0.0004723335,0.01785891,0.4701448,0.1254575,0.0003353263,0.0003674429,0.01714902],"study_design_scores_gemma":[0.005802967,0.0006484995,0.3403215,0.001618043,0.0002569968,0.00007775171,0.000335934,0.09803093,0.5508963,0.00009208225,0.0003933519,0.00152555],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9855542,0.00009075244,0.008630957,0.000004068677,0.00006295242,0.00009670769,0.000004102862,0.0001399621,0.005416305],"genre_scores_gemma":[0.9980146,0.00002914712,0.001706196,0.00001036558,0.00001571514,0.000009216066,0.000001697956,0.00002891651,0.00018418],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4254389,"threshold_uncertainty_score":0.4653719,"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."}}