{"id":"W2868264615","doi":"10.1016/j.engfailanal.2018.07.008","title":"Effect of benzothiazole biocide on SRB-induced biocorrosion of hot-dip galvanized steel","year":2018,"lang":"en","type":"article","venue":"Engineering Failure Analysis","topic":"Corrosion Behavior and Inhibition","field":"Materials Science","cited_by":38,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Galvanization; Biofouling; Benzothiazole; Biocide; Corrosion; Materials science; Metallurgy; Biofilm; Pitting corrosion; Passivation; Metal; Chemistry; Layer (electronics); Composite material; Bacteria","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":[0.0005323078,0.0002067777,0.0005289156,0.0005540073,0.00005626481,0.00002291592,0.0001983706,0.00011971,0.0006534291],"category_scores_gemma":[0.0001233555,0.0001720058,0.0003236958,0.001175109,0.00004586648,0.0001135078,0.00005459248,0.00009583408,0.00006848713],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003937464,"about_ca_system_score_gemma":0.00001303649,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007851094,"about_ca_topic_score_gemma":0.00002170234,"domain_scores_codex":[0.9985964,0.00007734211,0.0004153089,0.0003076326,0.0003789118,0.0002244331],"domain_scores_gemma":[0.9989993,0.0001346741,0.0001886106,0.0004629989,0.0001372633,0.00007715599],"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":[0.00009192717,0.00003953197,0.0005877839,0.00004622087,0.000017245,0.000001038099,0.0001006482,0.001435415,0.9972682,0.00003223424,0.0001388999,0.0002408757],"study_design_scores_gemma":[0.0004088526,0.0008303997,0.001668534,0.00008376773,0.000567944,7.169966e-7,0.00001627506,0.003144924,0.9930335,0.000001244836,0.00008376324,0.0001600715],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9932196,0.00001920468,0.006213172,0.00002633481,0.0002135153,0.0001515086,0.00002882114,0.00008534615,0.00004245559],"genre_scores_gemma":[0.9989147,0.000002157831,0.0008978592,0.000009433593,0.00007948009,0.00001437776,0.0000230397,0.00002031615,0.00003869474],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005695,"threshold_uncertainty_score":0.715459,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005910277532325202,"score_gpt":0.2427036326515107,"score_spread":0.2367933551191855,"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."}}