{"id":"W3163959687","doi":"","title":"Microbiologically Influenced Corrosion (MIC) by Halophilic (Salt-Loving) Nitrate and Sulfate-Reducing Microorganisms","year":2021,"lang":"en","type":"article","venue":"CORROSION","topic":"Corrosion Behavior and Inhibition","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Nitrate; Nitrite; Halomonas; Corrosion; Halophile; Sulfate-reducing bacteria; Sulfate; Electron acceptor; Environmental chemistry; Chemistry; Salinity; Metallurgy; Materials science; Bacteria; Biology; Ecology","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003621257,0.0003535287,0.0003877796,0.00007709491,0.0005244376,0.0003033392,0.0002347914,0.0002785404,0.00131227],"category_scores_gemma":[0.0001381682,0.000304759,0.00009277659,0.0003126001,0.0002080991,0.0003660926,0.0002978977,0.000264666,0.0003474061],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009758859,"about_ca_system_score_gemma":0.000103953,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004924352,"about_ca_topic_score_gemma":0.00001365476,"domain_scores_codex":[0.9976217,0.0001472462,0.0005506043,0.0009101536,0.0002486046,0.0005216756],"domain_scores_gemma":[0.9987515,0.00009520569,0.0002114996,0.0004497023,0.0002662178,0.0002259151],"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":[0.00006441446,0.0001231105,0.0006343507,0.00002772486,1.024954e-7,0.00002556524,0.0001709638,0.0000138122,0.9957578,0.00001479686,0.002273108,0.0008942912],"study_design_scores_gemma":[0.0006787795,0.000198332,0.0005408874,0.0002128822,0.00002895008,0.0001733922,0.0001272461,0.00006673572,0.9966872,0.0001091374,0.0007709158,0.0004055641],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9860595,0.0009602602,0.01112977,0.0002133477,0.00093387,0.0002650143,0.0001565324,0.0002185037,0.00006319577],"genre_scores_gemma":[0.9970621,0.0002583181,0.0008587262,0.0006433782,0.00005751041,0.00001993974,0.0002131817,0.00003984525,0.0008469608],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01100263,"threshold_uncertainty_score":0.9999405,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01066048213793624,"score_gpt":0.2303585187967891,"score_spread":0.2196980366588528,"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."}}