{"id":"W3179883679","doi":"","title":"Utilization of Adsorption Kinetics Rate Constants to Better Define Corrosion Inhibitor Availability","year":2021,"lang":"en","type":"article","venue":"CORROSION","topic":"Corrosion Behavior and Inhibition","field":"Materials Science","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Intertek (Canada)","funders":"","keywords":"Adsorption; Kinetics; Corrosion; Reaction rate constant; Corrosion inhibitor; Materials science; Chemistry; Chemical engineering; Metallurgy; Organic chemistry","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":[0.003611028,0.002692133,0.001797296,0.001485628,0.0005232348,0.002093653,0.00202545,0.001098487,0.001580649],"category_scores_gemma":[0.007835912,0.0009185685,0.001067401,0.001547658,0.0004811294,0.00299717,0.0006189618,0.002718057,0.001177551],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001987404,"about_ca_system_score_gemma":0.002375627,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01747378,"about_ca_topic_score_gemma":0.02135751,"domain_scores_codex":[0.9979209,0.0003615844,0.0002346079,0.0004700336,0.000770622,0.0002422256],"domain_scores_gemma":[0.9939851,0.002102574,0.0007302168,0.0007576388,0.002299955,0.0001244459],"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":[0.0002495123,0.0002721839,0.003079981,0.0005984959,0.0001076678,0.00004956997,0.000127,0.00339169,0.9649578,0.002844306,0.0005776807,0.02374404],"study_design_scores_gemma":[0.00000770447,0.0001538207,0.003091672,0.00002534028,0.000109325,0.0001134716,0.00005065556,0.02552894,0.9657349,0.0005347875,0.004597279,0.00005204623],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.360895,0.007728659,0.6104403,0.0005814746,0.0004018242,0.0004774311,0.002459402,0.00233701,0.01467878],"genre_scores_gemma":[0.8091341,0.009256657,0.1642523,0.0003824266,0.00003941667,0.0004215735,0.003248508,0.0007125569,0.0125524],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01747378,"threshold_uncertainty_score":0.03474414,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03995260218953959,"score_gpt":0.2823187300675916,"score_spread":0.242366127878052,"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."}}