{"id":"W2001552339","doi":"10.4043/23936-ms","title":"Performance Characteristics of Surface Protection Coating Systems for Offshore Structures Under Arctic Conditions","year":2013,"lang":"en","type":"article","venue":"Offshore Technology Conference","topic":"Offshore Engineering and Technologies","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Arctic; Coating; Environmental science; Icing; Submarine pipeline; Corrosion; Marine engineering; Materials science; Meteorology; Engineering; Metallurgy; Composite material; Geotechnical 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00008699631,0.0002892216,0.0004290377,0.0002970083,0.0001069555,0.00004645981,0.0003809203,0.0004689366,0.00003564695],"category_scores_gemma":[0.000111679,0.0002829297,0.00005458932,0.0003807022,0.0002836683,0.0001657734,0.00005919195,0.0004266076,0.00001450835],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007938609,"about_ca_system_score_gemma":0.00003507804,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002345504,"about_ca_topic_score_gemma":0.000004053986,"domain_scores_codex":[0.9987388,0.000009672209,0.0004432173,0.0002640596,0.0001343923,0.0004098216],"domain_scores_gemma":[0.9989842,0.00006574987,0.0001264138,0.0004615462,0.0003194329,0.0000426864],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003900334,0.0001719023,0.05861089,0.007136493,0.0008435403,0.000006075139,0.000466175,0.1430062,0.4647719,0.2221725,0.002201733,0.1005737],"study_design_scores_gemma":[0.0006962137,0.0005242969,0.0542548,0.0007188603,0.0001122164,0.00008855663,0.001790998,0.7942022,0.1340801,0.0114057,0.001045766,0.001080335],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9646396,0.0002559353,0.03120176,0.000196898,0.0004938101,0.0009725688,0.00005973257,0.001937077,0.0002426034],"genre_scores_gemma":[0.9967819,0.000135447,0.002485223,0.000003452938,0.00003588271,0.0004041626,0.00004115069,0.00004965118,0.00006311727],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.651196,"threshold_uncertainty_score":0.9999623,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01744015631450273,"score_gpt":0.2135414611934185,"score_spread":0.1961013048789157,"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."}}