{"id":"W4408605159","doi":"10.5006/mp2011_50_7-134","title":"Corrosion Salaries Inch Higher in North America, Continuing the Upward Trend","year":2011,"lang":"en","type":"article","venue":"Materials performance","topic":"Diverse Research and Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Corrosion; Forensic engineering; Metallurgy; Materials science; Environmental science; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001876413,0.00008562445,0.0001131141,0.00005353199,0.0001204004,0.0001577229,0.000695423,0.00002263747,0.000208587],"category_scores_gemma":[0.000006717561,0.00005720241,0.00001545677,0.0003272095,0.00009806875,0.0004311158,0.0002926464,0.00006654583,0.0003024081],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001846088,"about_ca_system_score_gemma":0.00001743001,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001463306,"about_ca_topic_score_gemma":0.00005852512,"domain_scores_codex":[0.9991789,0.0000453405,0.0001645952,0.0001821467,0.0001619881,0.0002670168],"domain_scores_gemma":[0.9994788,0.00002135961,0.00006216338,0.000370685,0.00002426472,0.00004277533],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0003918596,0.0008611137,0.225707,0.0002682625,0.00004071304,0.000072445,0.05257742,0.0001398354,0.191374,0.04955648,0.01078841,0.4682224],"study_design_scores_gemma":[0.000465355,0.0001403418,0.8535784,0.00004713066,0.000004202717,0.00000478864,0.0001163334,0.001453204,0.09202754,0.0002504045,0.05162665,0.0002856759],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962732,0.00002753738,0.0009641894,0.0001750169,0.0002271121,0.0001454632,0.00001049905,0.00005776863,0.002119225],"genre_scores_gemma":[0.9980198,0.0001112283,0.001328355,0.00009842549,0.00004176656,0.00006588418,0.000007348045,0.000004833587,0.0003224261],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6278713,"threshold_uncertainty_score":0.3886945,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02883499359596525,"score_gpt":0.2305194198239762,"score_spread":0.2016844262280109,"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."}}