{"id":"W45038581","doi":"10.5006/c2002-02029","title":"Prevention of Microbiologically Influenced Corrosion Using Coatings","year":2002,"lang":"en","type":"article","venue":"","topic":"Corrosion Behavior and Inhibition","field":"Materials Science","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Corrosion; Materials science; Metallurgy; Corrosion prevention; Forensic engineering; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001351921,0.00006244554,0.0001035146,0.0000327657,0.00006267678,0.00001670963,0.00007289978,0.00005484045,0.006497595],"category_scores_gemma":[0.00003146008,0.00004811442,0.00004431364,0.00008882285,0.00005537899,0.0001466293,0.00004447544,0.00003200519,0.0000971647],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001854838,"about_ca_system_score_gemma":0.000004725016,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002038084,"about_ca_topic_score_gemma":0.000002242499,"domain_scores_codex":[0.9993688,0.00003923118,0.000246461,0.000144059,0.00009438198,0.0001070429],"domain_scores_gemma":[0.9996533,0.00001645776,0.0001222189,0.0001053447,0.00007661199,0.00002602153],"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":[0.000006266028,0.00006558035,0.0006292539,0.000005017526,2.565828e-8,2.676023e-7,0.00004918753,0.00002736924,0.9985858,0.00005043149,0.0001888257,0.0003919958],"study_design_scores_gemma":[0.0001743588,0.0001318177,0.0004119755,0.00004696788,0.00000647293,0.000007150029,0.00003254168,0.0005714658,0.9984406,0.0000674377,0.00004118675,0.0000680216],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9880102,0.00001512759,0.01110092,0.000013951,0.0001140782,0.0001134262,0.000004842429,0.00004714918,0.0005803498],"genre_scores_gemma":[0.9945402,0.00000478046,0.004948597,0.00005570654,0.00001036913,0.000002660132,0.000003490103,0.000003578762,0.0004306685],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006529999,"threshold_uncertainty_score":0.9944106,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05073663737358183,"score_gpt":0.283477169920988,"score_spread":0.2327405325474061,"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."}}