{"id":"W137994030","doi":"10.5006/c2006-06488","title":"Green Corrosion Inhibitor Achievements - Assessment of Performance vs. Reality of Regulation","year":2006,"lang":"en","type":"article","venue":"","topic":"Corrosion Behavior and Inhibition","field":"Materials Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nalcor Energy (Canada)","funders":"","keywords":"Corrosion; Materials science; Corrosion inhibitor; Metallurgy; Environmental science; Computer science","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":[0.007937082,0.0004990035,0.0004698381,0.001137573,0.0003387145,0.001905459,0.0005849486,0.0007582888,0.0009724976],"category_scores_gemma":[0.004394261,0.0001347885,0.0003938318,0.0007380233,0.0006314844,0.001589627,0.0007151762,0.0004877376,0.000415215],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001595191,"about_ca_system_score_gemma":0.0008937509,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001544984,"about_ca_topic_score_gemma":0.00162877,"domain_scores_codex":[0.9961248,0.0007512589,0.0002185727,0.0002461931,0.002426115,0.000233065],"domain_scores_gemma":[0.9951671,0.0009109719,0.0008346763,0.0002577715,0.002686784,0.0001426789],"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":[0.00207174,0.0008124201,0.056074,0.002084645,0.0004775862,0.0008830174,0.0006756571,0.03887405,0.5420106,0.03408198,0.003797957,0.3181562],"study_design_scores_gemma":[0.00003735451,0.006802217,0.02881646,0.0001119883,0.0003471308,0.0005679786,0.0005489911,0.01398782,0.8837257,0.003524173,0.06144166,0.00008855706],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8762924,0.01553189,0.0319115,0.002142358,0.0001981403,0.0001521259,0.0009284784,0.0003470298,0.07249599],"genre_scores_gemma":[0.9825613,0.005209509,0.006844372,0.0001553558,0.00006758984,0.00002552119,0.0004819334,0.00003247047,0.00462191],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007937082,"threshold_uncertainty_score":0.04197586,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01950393839571663,"score_gpt":0.2827333436200937,"score_spread":0.263229405224377,"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."}}