{"id":"W1994529439","doi":"10.1007/s11664-013-2705-x","title":"Characterizing Corrosion Effects of Weak Organic Acids Using a Modified Bono Test","year":2013,"lang":"en","type":"article","venue":"Journal of Electronic Materials","topic":"Corrosion Behavior and Inhibition","field":"Materials Science","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"Blackberry (Canada); University of Waterloo","funders":"Science and Technology Facilities Council","keywords":"Adipic acid; Corrosion; Materials science; Characterization (materials science); Succinic acid; Scanning electron microscope; Metallurgy; Metal; Chemical engineering; Composite material; Chemistry; Nanotechnology; 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":[0.0006876126,0.0001998239,0.0005708087,0.000167675,0.00009530385,0.000148399,0.0002570209,0.000119053,0.003115222],"category_scores_gemma":[0.0002482339,0.0001593844,0.00009657477,0.0001632067,0.00005021469,0.0006815408,0.00007560202,0.0001473579,0.00005483533],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001723357,"about_ca_system_score_gemma":0.0002341437,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003284025,"about_ca_topic_score_gemma":0.000001266225,"domain_scores_codex":[0.9978606,0.0001545172,0.0009770248,0.0001756147,0.0003695896,0.0004627224],"domain_scores_gemma":[0.9980564,0.0001318761,0.001165434,0.0002144168,0.0003279299,0.0001039599],"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":[0.00007115865,0.0001381524,0.0001058807,0.00009609477,0.00000154105,0.000003875922,0.00008222208,0.00000386831,0.9992281,0.00005847522,0.0001246783,0.00008598531],"study_design_scores_gemma":[0.0007255786,0.0008366442,0.0009232043,0.0003614916,0.00007155992,0.0001938577,0.00003355376,0.00003372874,0.9963694,0.0002491825,0.000043057,0.0001587779],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969231,0.0001293238,0.001447168,0.00005748569,0.00107816,0.0003090488,0.00000921217,0.00002060773,0.00002582218],"genre_scores_gemma":[0.9993231,0.00006799808,0.0001981378,0.00005347995,0.0002543257,0.000008316009,0.00000372784,0.00002983904,0.00006105735],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003060387,"threshold_uncertainty_score":0.9977961,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01050106566378044,"score_gpt":0.239452553090866,"score_spread":0.2289514874270856,"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."}}