{"id":"W223195118","doi":"","title":"Coating Transmission Pipeline for Arctic Conditions: Trial Shows Promise","year":2006,"lang":"en","type":"article","venue":"Journal of protective coatings & linings","topic":"Offshore Engineering and Technologies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Coating; Pipeline (software); Pipeline transport; Arctic; Joint (building); Environmental science; Welding; Marine engineering; Civil engineering; Materials science; Engineering; Mechanical engineering; Composite material; Environmental engineering; Geology; Oceanography","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":[],"consensus_categories":[],"category_scores_codex":[0.0006968173,0.0002342515,0.0004179395,0.0002682971,0.0001249136,0.00005518899,0.0001995129,0.0001799073,0.00001325386],"category_scores_gemma":[0.0009766911,0.0002074897,0.0002215308,0.0002210152,0.00005570148,0.0002397429,0.00001514355,0.0006129521,0.000001590709],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00012869,"about_ca_system_score_gemma":0.0000473587,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000148391,"about_ca_topic_score_gemma":0.000002745619,"domain_scores_codex":[0.9984694,0.0000232277,0.0008120845,0.0001547979,0.0002447204,0.0002957373],"domain_scores_gemma":[0.9987212,0.0003243325,0.0003736321,0.0001104229,0.0004078761,0.00006255768],"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":[0.008036606,0.0006343227,0.0005019777,0.002072346,0.0003557337,0.00007327304,0.002475691,0.1194881,0.7499776,0.003253338,0.0104424,0.1026885],"study_design_scores_gemma":[0.08214179,0.006103206,0.0005385475,0.003735402,0.0005107319,0.0002730363,0.001771798,0.1535532,0.6662616,0.06180114,0.02144079,0.001868788],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3974403,0.0004849322,0.5993043,0.0002211734,0.000510905,0.001284741,0.00001535207,0.0004883865,0.0002498809],"genre_scores_gemma":[0.9690359,0.00001163308,0.02990186,0.00001192914,0.0007215331,0.0001690174,0.000005072572,0.00006009946,0.00008300359],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5715955,"threshold_uncertainty_score":0.8461183,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01312280764921471,"score_gpt":0.2431510013257568,"score_spread":0.2300281936765421,"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."}}