{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001530471,0.0004489558,0.0003068042,0.0002347792,0.0001476957,0.0003359042,0.0004124742,0.0002771254,0.0008934082],"category_scores_gemma":[0.0003593993,0.0001401694,0.0002308811,0.0001295357,0.0002049567,0.0001761795,0.0002350737,0.0003413476,0.00031133],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001580925,"about_ca_system_score_gemma":0.0001744151,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001164549,"about_ca_topic_score_gemma":0.0009455388,"domain_scores_codex":[0.9997877,0.00002163207,0.00001350946,0.00002650849,0.0001171107,0.00003355647],"domain_scores_gemma":[0.9997481,0.00002758083,0.00007616873,0.00002739014,0.00009799492,0.0000228438],"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":[0.00002426361,0.00001159998,0.000200395,0.00005220517,0.000004034712,0.00001809501,0.000004892592,0.00006247199,0.9966037,0.00003322596,0.00003209303,0.00295304],"study_design_scores_gemma":[0.000005036337,0.00012693,0.001066648,0.000004268529,0.000009769175,0.00007637375,0.000005443933,0.000616677,0.997014,0.00001316678,0.001059664,0.000002002524],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9680917,0.003575383,0.02349166,0.0001772557,0.000104373,0.00005682748,0.0000918373,0.000392505,0.004018667],"genre_scores_gemma":[0.9848455,0.001114486,0.01161323,0.00003550678,0.00001942878,0.00001135456,0.00009232551,0.0000255557,0.002242592],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001164549,"threshold_uncertainty_score":0.002988756,"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."}}