{"id":"W7094065498","doi":"","title":"Advanced Coatings R&D for Pipelines and Related Facilities","year":2005,"lang":"","type":"article","venue":"Lincoln (University of Nebraska)","topic":"Offshore Engineering and Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pipeline (software); Government (linguistics); Pipeline transport; NIST; Safety standards; Steering committee","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001428233,0.0002913157,0.0004710366,0.0002950568,0.0002054751,0.00002094495,0.0002985444,0.0003806709,0.0001018122],"category_scores_gemma":[0.0001305942,0.0004063261,0.0001560476,0.0002922497,0.0002760303,0.0003799039,0.0001505374,0.0002831001,0.00001840554],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008463561,"about_ca_system_score_gemma":0.00003356074,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004773158,"about_ca_topic_score_gemma":0.00007841307,"domain_scores_codex":[0.9988418,0.00001169935,0.0002644161,0.0003518027,0.0001471207,0.0003831729],"domain_scores_gemma":[0.9991477,0.0002325439,0.0001130274,0.000285741,0.0001217762,0.00009926801],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000249276,0.0001766403,0.0007168166,0.002754684,0.0004892304,0.00002507909,0.01126792,0.1655243,0.01302547,0.01129297,0.004941107,0.7895365],"study_design_scores_gemma":[0.006261894,0.0008508775,0.003572967,0.0008082564,0.000352729,0.00003513513,0.03403806,0.4745008,0.006340578,0.002642962,0.4689434,0.001652372],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9533752,0.007696792,0.03007226,0.002963868,0.0005949258,0.0007304732,0.0003578457,0.00115125,0.003057361],"genre_scores_gemma":[0.9484493,0.001363794,0.04104167,0.000005759966,0.00006278946,0.000001258197,0.0000167096,0.00003455211,0.009024154],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7878841,"threshold_uncertainty_score":0.9998389,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006389931319227665,"score_gpt":0.174047665306868,"score_spread":0.1676577339876403,"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."}}