{"id":"W3161823225","doi":"10.1002/cjce.24194","title":"Natural alkaloid as a non‐toxic, environmentally friendly corrosion inhibitor","year":2021,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Corrosion Behavior and Inhibition","field":"Materials Science","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Corrosion; Corrosion inhibitor; Alkaloid; Environmentally friendly; Metallurgy; Naphthenic acid; Chemistry; Materials science; Organic chemistry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001581213,0.000116954,0.0001539696,0.00005490004,0.00009361012,0.00009902367,0.0002043845,0.00006773605,0.0006967156],"category_scores_gemma":[0.0001231871,0.00009112781,0.000102385,0.00009661577,0.00005942613,0.0001692354,0.00003311855,0.0003321263,0.0000580675],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002701836,"about_ca_system_score_gemma":0.0003009907,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000138889,"about_ca_topic_score_gemma":0.00009751025,"domain_scores_codex":[0.9990655,0.00001582383,0.0002813796,0.000113117,0.0002587095,0.0002654394],"domain_scores_gemma":[0.9993122,0.00003858054,0.00008438852,0.0001445531,0.00006130657,0.0003590335],"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":[0.000008219023,0.000007864754,0.00002686388,0.00000490513,6.452399e-7,0.0001170332,0.0001224408,0.0003241113,0.9986508,0.00003628894,0.0005865143,0.0001142898],"study_design_scores_gemma":[0.0002357251,0.00003499893,0.0001003102,0.0000912795,0.00001688165,0.0006966542,0.00003553075,0.0003442517,0.9968824,0.00002336508,0.001424409,0.0001141997],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978192,0.0003043491,0.0003452442,0.0004316825,0.000969451,0.00004208965,0.000009290515,0.000008491436,0.00007015569],"genre_scores_gemma":[0.9990641,0.000002817813,0.0003955446,0.0001705556,0.0002585962,0.000001792254,0.000004386398,0.00001635837,0.00008582538],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001768429,"threshold_uncertainty_score":0.7628547,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004795949337544349,"score_gpt":0.1903399288667555,"score_spread":0.1855439795292112,"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."}}