{"id":"W1551584760","doi":"10.5006/c2006-06692","title":"Corrosion Inhibitor Screening Using Rapid Response Corrosion Monitoring","year":2006,"lang":"en","type":"article","venue":"","topic":"Corrosion Behavior and Inhibition","field":"Materials Science","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nalcor Energy (Canada)","funders":"","keywords":"Corrosion; Corrosion inhibitor; Materials science; Corrosion monitoring; Metallurgy","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":[0.001101446,0.0007965022,0.0006289257,0.001375248,0.0002312702,0.0006864811,0.0009724856,0.000561771,0.001846868],"category_scores_gemma":[0.001141131,0.0004222554,0.00045766,0.0006321474,0.0002368224,0.0004707532,0.0005422648,0.0006352327,0.001147395],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000427935,"about_ca_system_score_gemma":0.0003145561,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001236175,"about_ca_topic_score_gemma":0.001727248,"domain_scores_codex":[0.9977081,0.0004838361,0.0001173781,0.0003797181,0.001163937,0.0001470876],"domain_scores_gemma":[0.9987317,0.0002056137,0.0002726338,0.0001251852,0.0006068052,0.00005801205],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001679509,0.0001206637,0.001162702,0.000114934,0.00002393055,0.00003948996,0.00001770564,0.000561976,0.9829779,0.0001517534,0.0005088295,0.01415213],"study_design_scores_gemma":[0.00001494633,0.0004661965,0.001496643,0.000005054108,0.00002758953,0.0001086426,0.000007782986,0.006523082,0.9894714,0.00003719396,0.001825811,0.00001563688],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.687308,0.003613681,0.2884966,0.0004282143,0.0002161635,0.0007924573,0.001932877,0.005177578,0.01203453],"genre_scores_gemma":[0.863822,0.001858318,0.1232158,0.0001101325,0.00003379086,0.0002178011,0.001400779,0.0001033011,0.009238186],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001846868,"threshold_uncertainty_score":0.006178439,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03671589254208299,"score_gpt":0.2834074443559693,"score_spread":0.2466915518138863,"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."}}