{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002679755,0.0004526424,0.0004127814,0.0005859128,0.0002654094,0.0004181658,0.0005495106,0.0003222008,0.003786076],"category_scores_gemma":[0.000773936,0.0001955305,0.000279391,0.0002771132,0.0002238469,0.0003422197,0.0004516528,0.000307086,0.001367308],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003232645,"about_ca_system_score_gemma":0.0002412056,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009475481,"about_ca_topic_score_gemma":0.001077519,"domain_scores_codex":[0.9996248,0.00005991228,0.00001899571,0.00005025504,0.0002006884,0.00004531141],"domain_scores_gemma":[0.9995322,0.00005009219,0.0001605709,0.00006079258,0.0001699511,0.00002638999],"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":[0.0003501179,0.00003731875,0.003913927,0.0002619965,0.00003649482,0.0003479897,0.0001163078,0.002282174,0.9039692,0.0003345274,0.001570939,0.08677902],"study_design_scores_gemma":[0.00004471386,0.001109223,0.01725795,0.00003710923,0.0000710586,0.00134932,0.00006786171,0.01105198,0.9558864,0.0001604498,0.01293968,0.00002418643],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8904594,0.004561367,0.08873002,0.0002729395,0.0001530772,0.0001249325,0.0002427755,0.003898559,0.01155697],"genre_scores_gemma":[0.9807952,0.0008201307,0.01022296,0.00005489654,0.00002542452,0.0000135489,0.0002186723,0.00008906799,0.007760101],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003786076,"threshold_uncertainty_score":0.01266575,"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."}}