{"id":"W4205875153","doi":"10.1002/9780470277270.ch9","title":"Atmospheric Corrosion","year":2008,"lang":"en","type":"other","venue":"","topic":"Corrosion Behavior and Inhibition","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Natural Resources Canada","funders":"","keywords":"Corrosion; Atmosphere (unit); Remedial education; Environmental science; Engineering; Metallurgy; Forensic engineering; Meteorology; Materials science; Geography; Mathematics; Mathematics education","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":[0.0001527774,0.0008345537,0.0004734015,0.0008008727,0.0005794358,0.001312721,0.000857336,0.0007561464,0.1251301],"category_scores_gemma":[0.0002384903,0.0003155154,0.0006168569,0.0007090184,0.000196924,0.0009380311,0.0008175405,0.0009243988,0.05931708],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006105705,"about_ca_system_score_gemma":0.0006085444,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002662739,"about_ca_topic_score_gemma":0.004152815,"domain_scores_codex":[0.9994954,0.0000147718,0.00001346122,0.000062531,0.0003786759,0.00003511775],"domain_scores_gemma":[0.9999127,0.000006931428,0.000006413391,0.00001215424,0.00005567151,0.000006025788],"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":[0.00007867425,0.0001647064,0.0006769102,0.001430612,0.0000227821,0.0002465632,0.0001536097,0.0006516699,0.07956679,0.01851414,0.3630106,0.5354829],"study_design_scores_gemma":[0.000004672729,0.00004125142,0.001500028,0.0001107442,0.00001085135,0.0002254212,0.00005167499,0.0001768864,0.02125979,0.0009999138,0.97561,0.000008815081],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.006080739,0.02230923,0.006857543,0.001331011,0.003400077,0.0002185014,0.002752641,0.001002147,0.9560481],"genre_scores_gemma":[0.01458331,0.0232911,0.003214042,0.0004197292,0.0004539233,0.000044122,0.002675553,0.0001782541,0.9551399],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1251301,"threshold_uncertainty_score":0.418602,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01395699551799074,"score_gpt":0.2384718088297621,"score_spread":0.2245148133117714,"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."}}