{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004668924,0.0002301997,0.0003347037,0.0001159109,0.0001162098,0.00006909991,0.0001418333,0.0001678542,0.002409495],"category_scores_gemma":[0.0004076749,0.0002149769,0.0001014168,0.000525106,0.0001070427,0.0002582968,0.0002275106,0.0001158546,0.0004511441],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001226841,"about_ca_system_score_gemma":0.00008191882,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001066334,"about_ca_topic_score_gemma":0.00004021675,"domain_scores_codex":[0.9977254,0.0002459216,0.0006904987,0.0005862454,0.0004513688,0.0003005259],"domain_scores_gemma":[0.9982355,0.00009988593,0.0002311148,0.0005551936,0.0007081674,0.0001701879],"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":[0.0001680119,0.0002994726,0.003966723,0.00004931326,5.407851e-8,0.000004451009,0.0001305575,0.0000461177,0.9902986,0.00006542599,0.002755495,0.002215811],"study_design_scores_gemma":[0.0006111042,0.0002930624,0.004632219,0.0002603956,0.00002970651,0.00001186141,0.00008259781,0.0002450003,0.9921809,0.0001355703,0.001284537,0.0002330613],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9269733,0.00008711639,0.07031873,0.0002216462,0.00161563,0.0003681393,0.0001363145,0.00009687099,0.0001821852],"genre_scores_gemma":[0.9974349,0.00004245998,0.001459425,0.0004288291,0.00009378864,0.00002547687,0.0002087041,0.00002678341,0.0002796119],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07046156,"threshold_uncertainty_score":0.9985024,"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."}}