{"id":"W2616529883","doi":"","title":"FDEM Modelling of Thermo-Mechanical Wellbore Instabilities within Shale Formations","year":2015,"lang":"en","type":"article","venue":"49th U.S. Rock Mechanics/Geomechanics Symposium","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Geomechanica (Canada); University of Toronto","funders":"","keywords":"Geology; Wellbore; Oil shale; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002484306,0.0003627175,0.000457382,0.0003725652,0.0003418582,0.0009235981,0.0006061228,0.001146101,0.001562765],"category_scores_gemma":[0.0009666958,0.0003294547,0.0003036686,0.0002969494,0.0006671441,0.0006253195,0.0005997942,0.0004569976,0.0002048998],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006744945,"about_ca_system_score_gemma":0.0006290609,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0136397,"about_ca_topic_score_gemma":0.008388418,"domain_scores_codex":[0.9999132,0.00002423147,0.000005843155,0.00001304647,0.00002292993,0.00002074783],"domain_scores_gemma":[0.999782,0.0001017837,0.00002882944,0.00001851344,0.00004500735,0.00002375922],"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":[0.00003850108,0.00001722814,0.0009223367,0.00001972656,0.000007203825,0.00006328822,0.00004647435,0.9925938,0.002162566,0.001752847,0.0001697261,0.002206244],"study_design_scores_gemma":[0.000004739466,0.000004999772,0.0002414234,0.000002613633,8.718513e-7,0.000004278089,0.000009117352,0.9992158,0.0001813656,0.0001960978,0.0001361622,0.000002495235],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8144839,0.001106515,0.1565006,0.0007540136,0.000122927,0.00007862848,0.0006122328,0.0005205967,0.02582065],"genre_scores_gemma":[0.992511,0.0001399444,0.004230333,0.00002147536,0.00001009863,0.00002071108,0.00007638215,0.0000258013,0.002964351],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0136397,"threshold_uncertainty_score":0.02712059,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02340918070371503,"score_gpt":0.2117748788360912,"score_spread":0.1883656981323762,"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."}}