{"id":"W4409502720","doi":"10.5006/c2021-16305","title":"Horizontal Directional Drilling in External Pipeline Coating Integrity","year":2021,"lang":"en","type":"article","venue":"","topic":"Material Properties and Failure Mechanisms","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Directional drilling; Pipeline (software); Petroleum engineering; Drilling; Pipeline transport; Coating; Materials science; Marine engineering; Mechanical engineering; Geology; Metallurgy; Engineering; Composite material","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004066892,0.00009655955,0.0001531692,0.00002765198,0.0000828866,0.0001280916,0.00009827104,0.00005531535,0.007135123],"category_scores_gemma":[0.0000944917,0.00007647611,0.00003556883,0.00008664504,0.00002116184,0.0001470818,0.0001142498,0.0001224838,0.0001430634],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004741352,"about_ca_system_score_gemma":0.00005356545,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008413686,"about_ca_topic_score_gemma":0.0005851943,"domain_scores_codex":[0.9990019,0.00007461092,0.0002661077,0.0002573277,0.000184971,0.0002150985],"domain_scores_gemma":[0.9996961,0.00002702795,0.0000403798,0.0001130727,0.00007439103,0.00004906237],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0000217714,0.00003524637,0.0002258511,0.00001023761,4.632882e-7,0.00002850553,0.00006501185,0.00001957985,0.992972,0.005593139,0.00009464559,0.0009335499],"study_design_scores_gemma":[0.0002216281,0.00002476143,0.0001384324,0.00004830016,0.0000019178,0.00004188895,0.0002654236,0.002026613,0.9937878,0.002032516,0.001291026,0.0001197001],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9154587,0.00008676844,0.07709807,0.0003239624,0.00163589,0.00006342282,0.000008009509,0.0000817379,0.005243405],"genre_scores_gemma":[0.9501963,0.000006058861,0.04803246,0.0001480756,0.0003220634,0.000007412423,0.000005411166,0.000009058777,0.001273181],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03473755,"threshold_uncertainty_score":0.9937725,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02204935995160788,"score_gpt":0.2425762331359154,"score_spread":0.2205268731843076,"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."}}