{"id":"W4317564968","doi":"10.1016/b978-0-323-99977-9.00036-3","title":"Biofilms and their role in corrosion in marine environments","year":2023,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Marine Biology and Environmental Chemistry","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Biofilm; Biofouling; Corrosion; Extracellular polymeric substance; Marine bacteriophage; Bacteria; Archaea; Biocide; Periphyton; Algae; Ecology; Biology; Chemistry","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":[0.0001672277,0.0006281572,0.0004520441,0.0004593983,0.0003989976,0.001740748,0.0005184201,0.001226355,0.008664444],"category_scores_gemma":[0.000124706,0.0002715246,0.0003302273,0.0006582958,0.000412301,0.001106211,0.0009171081,0.001372005,0.003308702],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004030852,"about_ca_system_score_gemma":0.000431106,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002899315,"about_ca_topic_score_gemma":0.004995286,"domain_scores_codex":[0.9999138,0.000008447217,0.000003383687,0.00001202526,0.00005171114,0.00001060265],"domain_scores_gemma":[0.9999627,0.0000146292,0.000003336649,0.000002028576,0.00001133814,0.000005971769],"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":[0.00009117559,0.0001407847,0.0006261203,0.001767784,0.00002812256,0.0006612199,0.0006744904,0.00144232,0.08315779,0.07881664,0.07560813,0.7569854],"study_design_scores_gemma":[0.000007118674,0.0001285314,0.002246651,0.0004530293,0.00002241299,0.0008071897,0.000306799,0.0008636929,0.007427055,0.0258878,0.9618299,0.00001981292],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0145149,0.667963,0.0105919,0.005918208,0.003421754,0.00004820903,0.0002649899,0.0001104794,0.2971667],"genre_scores_gemma":[0.05056005,0.4089282,0.006478048,0.00100684,0.001523017,0.00006685838,0.0002749292,0.00004967181,0.5311124],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.008664444,"threshold_uncertainty_score":0.0289855,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00588870987647037,"score_gpt":0.1666711375508497,"score_spread":0.1607824276743793,"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."}}