{"id":"W4386971157","doi":"10.1115/omae2023-105113","title":"Study of the Influence of Microwave Irradiation on Hard Formation Property Alteration Through Nondestructive/Destructive Tests and Drilling/Coring Operations","year":2023,"lang":"en","type":"article","venue":"","topic":"Mineral Processing and Grinding","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Coring; Drilling; Ultimate tensile strength; Poisson's ratio; Petroleum engineering; Elasticity (physics); Materials science; Geology; Composite material; Poisson distribution; Metallurgy","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":[0.00009097953,0.00009071095,0.0001061259,0.00007608,0.0001264234,0.00003272979,0.00006295692,0.00003266494,9.945694e-7],"category_scores_gemma":[0.00005576573,0.00005647241,0.00001503267,0.0003490008,0.00002465306,0.0005761125,0.00002144663,0.00008583758,0.000001797521],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003481745,"about_ca_system_score_gemma":0.00001089311,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008028063,"about_ca_topic_score_gemma":0.00008708052,"domain_scores_codex":[0.9994025,0.00002452387,0.0002405653,0.0001088457,0.0001340243,0.0000894998],"domain_scores_gemma":[0.9996946,0.00003243389,0.00005010238,0.0001194167,0.0000900017,0.00001345418],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.000004719963,0.00001760493,0.004622569,0.00007543286,0.00001477732,1.759953e-7,0.01029569,0.8154306,0.1679688,0.000360423,0.00001390439,0.001195217],"study_design_scores_gemma":[0.0007126196,0.0002696028,0.5832565,0.000259589,0.00003387009,0.00000836765,0.004396,0.3019275,0.1081026,0.000803578,0.000008353833,0.0002213805],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984171,0.000005738889,0.000662224,0.00002411376,0.00008265156,0.0003319535,0.000003386084,0.00007302075,0.0003997662],"genre_scores_gemma":[0.9991208,0.000009213854,0.00074322,0.000006904931,0.00002471192,0.00002111776,0.000004342908,0.00001041598,0.00005930982],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.578634,"threshold_uncertainty_score":0.2302878,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02873883199208667,"score_gpt":0.2521268016213218,"score_spread":0.2233879696292352,"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."}}