{"id":"W1976041846","doi":"10.1070/rc2012v081n12abeh004292","title":"Physicochemical aspects of inhibition of acid corrosion of metals by unsaturated organic compounds","year":2012,"lang":"en","type":"article","venue":"Russian Chemical Reviews","topic":"Corrosion Behavior and Inhibition","field":"Materials Science","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Research Council Canada","keywords":"Chemistry; Corrosion; Metal; Organic acid; Mineral acid; Environmental chemistry; Inorganic chemistry; Organic chemistry; Aqueous solution","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004445415,0.0001982007,0.0007919753,0.00004176114,0.00002262024,0.000007450901,0.0001551669,0.0001416763,0.001095434],"category_scores_gemma":[0.0001582914,0.0001534454,0.0002168526,0.000342139,0.0001974554,0.0002494396,0.00008827827,0.0001308677,0.00007477863],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000536656,"about_ca_system_score_gemma":0.00002706634,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006491132,"about_ca_topic_score_gemma":1.960994e-7,"domain_scores_codex":[0.9980905,0.0001007355,0.0009721953,0.0002300221,0.0003500289,0.0002565128],"domain_scores_gemma":[0.998693,0.00004300326,0.0007048131,0.0003407034,0.00007827072,0.0001401439],"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":[0.00003316449,0.0004033755,0.00004942509,0.0002643891,7.2519e-7,1.138843e-7,0.00007086901,1.941026e-8,0.9962657,0.0005059378,0.002116501,0.0002897763],"study_design_scores_gemma":[0.0003094283,0.00005489196,0.00004440264,0.0005197005,0.00007429776,0.000005206239,0.00001120772,0.000003203128,0.9978886,0.0001322853,0.0008096609,0.0001471464],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9937257,0.004243614,0.000502439,0.00004242376,0.0001360139,0.0003204477,0.00007961793,0.00002477188,0.0009249495],"genre_scores_gemma":[0.9988377,0.0004026353,0.0004619532,0.00003364839,0.00005426514,0.00001457424,0.0001637372,0.00001739299,0.00001410007],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00511197,"threshold_uncertainty_score":0.9998177,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02323457084229028,"score_gpt":0.2762444727759983,"score_spread":0.253009901933708,"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."}}