{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001408653,0.001541321,0.002349736,0.005161178,0.0004436183,0.001321775,0.002263345,0.001572755,0.002578263],"category_scores_gemma":[0.001269952,0.0006827638,0.000740446,0.004904407,0.0009360808,0.002505505,0.0007248524,0.001760156,0.003826739],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008083393,"about_ca_system_score_gemma":0.001096776,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001524487,"about_ca_topic_score_gemma":0.001376046,"domain_scores_codex":[0.9990333,0.0001089227,0.0001113469,0.0001825714,0.0005241887,0.00003971606],"domain_scores_gemma":[0.998831,0.0004355592,0.0001315403,0.00005272049,0.0004904859,0.00005871151],"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":[0.00004970988,0.0001458155,0.0002537731,0.01360703,0.0000655635,0.0002446766,0.00008346469,0.0005102631,0.0105677,0.003059186,0.01568275,0.9557301],"study_design_scores_gemma":[0.00001320024,0.0001834748,0.001083492,0.002737524,0.00007773229,0.002216241,0.0001062187,0.0002930681,0.007153639,0.002213885,0.9838643,0.00005711518],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003168478,0.9956149,0.001973259,0.0002651579,0.0003314547,0.00001834784,0.00003071232,0.00002817676,0.001421022],"genre_scores_gemma":[0.001104465,0.9942803,0.002891643,0.0001477651,0.000212846,0.00002795966,0.00004201752,0.000006193259,0.001286777],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005161178,"threshold_uncertainty_score":0.00862515,"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."}}