{"id":"W1941745271","doi":"10.5006/c2003-03252","title":"Corrosion Protection for Bolting in Marine Environments","year":2003,"lang":"en","type":"article","venue":"","topic":"Structural Integrity and Reliability Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nutrasource","funders":"","keywords":"Bolting; Corrosion; Environmental science; Forensic engineering; Computer science; Materials science; Metallurgy; Engineering; Structural engineering","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":[0.00009162635,0.00005359034,0.00006989323,0.00004072923,0.00002540225,0.000007438849,0.00002406539,0.00005634435,0.0002086306],"category_scores_gemma":[0.00004779996,0.00004458434,0.00003683214,0.00007812062,0.000007845399,0.00004976387,0.000005032179,0.00008546148,0.000009386253],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005958445,"about_ca_system_score_gemma":0.000001186625,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005706378,"about_ca_topic_score_gemma":0.00008557256,"domain_scores_codex":[0.9996656,0.000009495224,0.0001093362,0.00007883111,0.00004103255,0.00009566215],"domain_scores_gemma":[0.9998955,0.0000157065,0.000007247871,0.00006255847,0.000003155961,0.00001582784],"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":[0.00004071106,0.00009025575,0.02046815,0.000314748,0.00004530532,0.000001926533,0.0003607079,0.3018937,0.603441,0.004104297,0.000252834,0.06898637],"study_design_scores_gemma":[0.0008811958,0.00007003712,0.01293988,0.000028857,0.00002833331,0.000006701391,0.0003329987,0.3974743,0.55938,0.008292093,0.0202018,0.0003637509],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9174695,0.00002114247,0.07604311,0.00004303422,0.0002152664,0.0003539936,0.000001035173,0.00007622399,0.005776698],"genre_scores_gemma":[0.9959087,0.00001217383,0.003386284,0.00001047809,0.00001053916,0.00003332193,0.000003195826,0.000006064516,0.0006292438],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09558067,"threshold_uncertainty_score":0.2284359,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01171178442575248,"score_gpt":0.2045817110320461,"score_spread":0.1928699266062936,"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."}}