{"id":"W4220994088","doi":"10.1016/j.ress.2022.108474","title":"A review of risk-based decision-making models for microbiologically influenced corrosion (MIC) in offshore pipelines","year":2022,"lang":"en","type":"review","venue":"Reliability Engineering & System Safety","topic":"Corrosion Behavior and Inhibition","field":"Materials Science","cited_by":73,"is_retracted":false,"has_abstract":false,"ca_institutions":"Memorial University of Newfoundland","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs; Genome Canada","keywords":"Integrity management; Risk analysis (engineering); Subsea; Submarine pipeline; Risk management; Asset (computer security); Computer science; Engineering; Pipeline transport; Forensic engineering; Business; Computer security; Marine engineering; Environmental engineering","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.004719283,0.0006387406,0.003006882,0.0002949229,0.0001317914,0.00002898389,0.0007085388,0.0004012147,0.0001628577],"category_scores_gemma":[0.002682613,0.0005080235,0.001026605,0.0007424583,0.00004944065,0.0001398397,0.0002062578,0.0004958548,0.000009977797],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001186668,"about_ca_system_score_gemma":0.0003560713,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002551914,"about_ca_topic_score_gemma":0.000004307202,"domain_scores_codex":[0.9945391,0.0004047388,0.003155534,0.001024501,0.0004133306,0.0004628302],"domain_scores_gemma":[0.9940422,0.003278848,0.001214833,0.001110554,0.0002623175,0.00009124295],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0002254011,0.0002805737,0.00001921151,0.6742861,0.000003726524,0.000007221796,0.00005534602,0.1354538,0.004145039,0.000109628,0.0001996037,0.1852144],"study_design_scores_gemma":[0.0005687128,0.0001932226,0.00001136921,0.7529049,0.0006119543,0.00003828948,0.00002340208,0.02216276,0.0001804442,0.00002885463,0.222213,0.001063164],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005033656,0.9002067,0.09253208,0.000003646355,0.0009345482,0.003700936,0.001900977,0.0002110232,0.000006721975],"genre_scores_gemma":[0.00826016,0.9830784,0.007136118,0.00002090142,0.00005494128,0.001024046,0.0003455089,0.00007851411,0.000001449498],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.2220134,"threshold_uncertainty_score":0.9997371,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02510621662988352,"score_gpt":0.2948437137763777,"score_spread":0.2697374971464941,"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."}}