{"id":"W1597036022","doi":"10.5006/c2007-07517","title":"Monitoring Microbiologically Influenced Corrosion: a Review of Techniques","year":2007,"lang":"en","type":"review","venue":"","topic":"Corrosion Behavior and Inhibition","field":"Materials Science","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Natural Resources Canada","funders":"","keywords":"Corrosion; Forensic engineering; Environmental science; Materials science; Computer science; Metallurgy; 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":[0.0009625635,0.00034035,0.001614856,0.0001328353,0.00005435341,0.0000225761,0.0004230381,0.0003564346,0.001873258],"category_scores_gemma":[0.0001114333,0.0002160595,0.0004682357,0.000352547,0.0001028754,0.00009327461,0.0002035564,0.0002266017,0.0001990442],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008519347,"about_ca_system_score_gemma":0.000109809,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000066595,"about_ca_topic_score_gemma":2.31884e-7,"domain_scores_codex":[0.9976918,0.0001375536,0.001258489,0.0004197667,0.0002386814,0.0002536937],"domain_scores_gemma":[0.9984873,0.0001158031,0.0006380964,0.0004647612,0.0002211142,0.00007290454],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001678938,0.00003644394,0.000001370527,0.06128633,2.821956e-7,0.000004020266,0.000001880064,1.33251e-9,0.1679374,0.00001298575,0.0006578099,0.7700598],"study_design_scores_gemma":[0.00001604788,0.00006608398,3.277769e-7,0.2982535,0.0001253258,0.00003744479,0.000001315185,3.143964e-9,0.09774517,0.000002408651,0.6035619,0.0001904837],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0000133092,0.9969363,0.0004101881,0.000003677335,0.0003740897,0.0009492162,0.00003702449,0.0001907875,0.001085422],"genre_scores_gemma":[0.000004391254,0.995414,0.003994372,0.0000912955,0.00009778603,0.0001117329,0.00003334688,0.00002145762,0.0002315792],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7698693,"threshold_uncertainty_score":0.9990392,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0887299605287142,"score_gpt":0.3991630746676871,"score_spread":0.310433114138973,"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."}}