{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008300882,0.0002336052,0.0002198515,0.000182793,0.0005228985,0.0002083457,0.0001605938,0.0001418537,0.001138572],"category_scores_gemma":[0.00006171415,0.0002110932,0.0001051058,0.0002805363,0.00007584861,0.0005953946,0.0001584695,0.0001423108,0.0001528378],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001421953,"about_ca_system_score_gemma":0.00004366645,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002265049,"about_ca_topic_score_gemma":0.000006019871,"domain_scores_codex":[0.9978768,0.0002046559,0.0004817993,0.0004714715,0.0005289651,0.000436312],"domain_scores_gemma":[0.9991304,0.0001194364,0.0001576258,0.000338497,0.0001410349,0.0001130138],"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":[0.0005247148,0.00007233332,0.003583141,0.000005555827,3.986463e-8,0.00001113363,0.00003821812,0.0004602791,0.9937182,0.00002122187,0.0008417834,0.0007233704],"study_design_scores_gemma":[0.0005744508,0.0001360304,0.004104168,0.0001800367,0.00001602684,0.00003205592,0.0001666051,0.001798991,0.9920148,0.00002770347,0.0006591148,0.0002900556],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9079869,0.00008357453,0.0894409,0.00005033411,0.001641884,0.0002144532,0.00001309319,0.0003183773,0.0002504966],"genre_scores_gemma":[0.987539,0.000004480559,0.01097105,0.00003900652,0.0005126472,0.00001242574,0.00001323272,0.00003636919,0.0008717966],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07955211,"threshold_uncertainty_score":0.9997745,"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."}}