{"id":"W4210554817","doi":"10.3390/mining2010004","title":"Thermoporoelastoplastic Wellbore Breakout Modeling by Finite Element Method","year":2022,"lang":"en","type":"article","venue":"Mining","topic":"Rock Mechanics and Modeling","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo; Geological Survey of Canada","funders":"","keywords":"Breakout; Wellbore; Geology; Finite element method; Drilling; Stress (linguistics); Geotechnical engineering; Structural engineering; Materials science; Engineering; Petroleum 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":[0.0003163174,0.0001555892,0.0001570495,0.00007809301,0.00026209,0.00002638613,0.0001702459,0.00003082538,0.0002919892],"category_scores_gemma":[0.00001178195,0.0001770403,0.00005554193,0.0001214245,0.000001729744,0.00005183525,0.0001350233,0.0002284693,0.0000088544],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009542971,"about_ca_system_score_gemma":0.00001494627,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001288582,"about_ca_topic_score_gemma":0.000002674499,"domain_scores_codex":[0.998951,0.00003300544,0.0002466318,0.0002113038,0.0002329987,0.0003250843],"domain_scores_gemma":[0.9996525,0.0000679708,0.00002708108,0.0001720479,0.00001508957,0.0000652887],"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":[0.000003895889,0.000008795218,0.00000341658,0.00001197617,0.00002529719,0.000004724134,0.0008852106,0.9795869,0.007830769,0.0001105125,0.0009309596,0.01059757],"study_design_scores_gemma":[0.0002121486,0.00003401122,1.752943e-7,0.0000116782,0.00001840833,0.00000842336,0.001068131,0.986882,0.001131008,0.0001481123,0.01028698,0.0001988951],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.102375,0.0005857047,0.8941635,0.00003200791,0.00041611,0.00008308766,0.00002929219,0.0002224141,0.00209284],"genre_scores_gemma":[0.9827566,0.00002262877,0.01661495,0.0001017321,0.00005924182,0.00007292534,0.0000382728,0.0000669166,0.0002667964],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8803816,"threshold_uncertainty_score":0.7219492,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01363014746578531,"score_gpt":0.2241570187867252,"score_spread":0.2105268713209399,"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."}}