{"id":"W3011299372","doi":"10.2118/199952-ms","title":"Through Tubing Casing Break Detection: An EM Thickness Tool Application","year":2020,"lang":"en","type":"article","venue":"","topic":"Oil and Gas Production Techniques","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Casing; Workover; Petroleum engineering; Steam injection; Engineering; Mechanical engineering; Geology","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":[0.00005765762,0.00009036429,0.00008169338,0.00001753695,0.00007337755,0.00004963905,0.00007184554,0.00006056598,0.00003866628],"category_scores_gemma":[0.000009117579,0.00009038407,0.00002401515,0.0001893471,0.000009470823,0.0004244067,0.00001376087,0.0001216413,0.000042508],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002643519,"about_ca_system_score_gemma":0.000003627688,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003580495,"about_ca_topic_score_gemma":0.00002069761,"domain_scores_codex":[0.9994926,0.00001063025,0.0001312786,0.0001775341,0.00008032642,0.0001076658],"domain_scores_gemma":[0.9997738,0.000006131396,0.00001363646,0.0001431576,0.00003293389,0.00003032264],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000008281025,0.00001409854,0.00005122308,0.0001073201,0.00001630677,0.000001706461,0.002553389,0.004224014,0.165198,0.0005676316,0.0007210969,0.826537],"study_design_scores_gemma":[0.00007864632,0.00003998064,0.0001492166,0.000006154237,0.000009046805,0.00003289713,0.0004017826,0.03396662,0.9487199,0.001107827,0.01528073,0.0002071654],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1333373,0.00008355486,0.8556256,0.0008873726,0.0002077893,0.000184878,0.000001369504,0.00446518,0.005206909],"genre_scores_gemma":[0.9890617,0.00001924228,0.01008325,0.0003441416,0.0004037632,0.00003083103,0.000004051134,0.00002370557,0.00002938872],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8557243,"threshold_uncertainty_score":0.3685755,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01503472949742827,"score_gpt":0.2256595097046152,"score_spread":0.210624780207187,"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."}}