{"id":"W3104184938","doi":"10.31399/asm.hb.v11.a0003556","title":"Biological Corrosion Failures","year":2002,"lang":"en","type":"book-chapter","venue":"Failure Analysis and Prevention","topic":"Corrosion Behavior and Inhibition","field":"Materials Science","cited_by":81,"is_retracted":false,"has_abstract":false,"ca_institutions":"Nova Chemicals (Canada)","funders":"","keywords":"Corrosion; Materials science; Environmental science; Forensic engineering; 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":[0.0002783481,0.0003020793,0.0005414736,0.0003476957,0.0001927821,0.0001420604,0.0001203419,0.0004617157,0.02763867],"category_scores_gemma":[0.00001460317,0.0002425114,0.0005137105,0.0001102459,0.000091122,0.0001490413,0.0001011409,0.0002040495,0.0004551615],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003353197,"about_ca_system_score_gemma":0.00000950913,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001811414,"about_ca_topic_score_gemma":0.0001362752,"domain_scores_codex":[0.9983929,0.00006426907,0.0004479933,0.0006020138,0.0003085905,0.0001842773],"domain_scores_gemma":[0.9991211,0.0000449733,0.0003221702,0.0003173143,0.0000943148,0.0001000865],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001356861,0.0002606358,0.001777982,0.0001432532,0.0001799407,0.00005883642,0.0002877092,0.0000866195,0.8545313,0.0506327,0.04707983,0.0448255],"study_design_scores_gemma":[0.001322181,0.00141934,0.001964957,0.0008512963,0.01347065,0.00004523843,0.00007309155,0.0006593441,0.03254188,0.04608243,0.8985959,0.002973665],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1801095,0.0149342,0.2560135,0.004633378,0.00382043,0.0058924,0.00250916,0.002507934,0.5295794],"genre_scores_gemma":[0.563357,0.001009683,0.001049383,0.00006893605,0.000243604,0.00002444452,0.001043736,0.00003293574,0.4331703],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8515161,"threshold_uncertainty_score":0.9889329,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03003965896362828,"score_gpt":0.2543022908072036,"score_spread":0.2242626318435753,"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."}}