{"id":"W4396574699","doi":"10.1021/acs.analchem.3c04637","title":"Selective Initiation of Corrosion Pits in Stainless Steel Using Scanning Electrochemical Cell Microscopy","year":2024,"lang":"en","type":"article","venue":"Analytical Chemistry","topic":"Corrosion Behavior and Inhibition","field":"Materials Science","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hydro-Québec; McGill University","funders":"Natural Sciences and Engineering Research Council of Canada; Mitacs; Hydro-Québec","keywords":"Chemistry; Scanning electrochemical microscopy; Corrosion; Electrochemistry; Scanning electron microscope; Metallurgy; Microscopy; Chemical engineering; Nuclear chemistry; Composite material; Electrode; Optics; Organic chemistry","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003229844,0.0003132101,0.0003041287,0.0003130674,0.0001645458,0.0002997375,0.0005519183,0.0004047351,0.0007993181],"category_scores_gemma":[0.0004123167,0.0002704732,0.0002324926,0.0002601835,0.0002877122,0.0002366878,0.0002371459,0.0004559059,0.0002611346],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000271399,"about_ca_system_score_gemma":0.0001675669,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001354146,"about_ca_topic_score_gemma":0.002631257,"domain_scores_codex":[0.9996269,0.00004124845,0.00002530027,0.00008064255,0.0001624339,0.00006354141],"domain_scores_gemma":[0.9996256,0.00008979077,0.00007191172,0.00004260559,0.0001475634,0.00002266062],"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":[0.00001553379,0.00000504138,0.0001696729,0.0000279698,0.00000254321,0.00002956917,0.00002437583,0.0000468193,0.9984558,0.00003087999,0.00002926099,0.001162577],"study_design_scores_gemma":[0.000003310938,0.0001038767,0.003013515,0.00000272356,0.00000467203,0.00008314276,0.00003266027,0.002687107,0.9935507,0.00002681705,0.0004834664,0.000008055148],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9730285,0.00113914,0.02321026,0.00008524314,0.00003947849,0.0000732651,0.0004852258,0.0003868061,0.001552132],"genre_scores_gemma":[0.9720262,0.0008707931,0.0249902,0.0000427119,0.00001262502,0.00005195928,0.000294937,0.00003025728,0.001680457],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001354146,"threshold_uncertainty_score":0.00269258,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01681239248353219,"score_gpt":0.2989683184173704,"score_spread":0.2821559259338382,"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."}}