{"id":"W2260407237","doi":"10.1149/2.0131604jes","title":"Probing Passivating Porous Films by Scanning Electrochemical Microscopy","year":2015,"lang":"en","type":"article","venue":"Journal of The Electrochemical Society","topic":"Electrochemical Analysis and Applications","field":"Chemistry","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Natural Sciences and Engineering Research Council of Canada; General Motors of Canada","keywords":"Scanning electrochemical microscopy; Electrochemistry; Porosity; Materials science; Microelectrode; Substrate (aquarium); Cathode; Electrode; Scanning electron microscope; Membrane; Corrosion; Chemical engineering; Electrochemical cell; Microscopy; Analytical Chemistry (journal); Composite material; Chemistry; Optics; Chromatography","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":[0.0003793502,0.0004661466,0.0002943795,0.0003440013,0.0001966998,0.0004306279,0.0008034272,0.0006385588,0.001942105],"category_scores_gemma":[0.000642316,0.0002709151,0.0002395537,0.0002609932,0.00038613,0.0004790001,0.0002995301,0.0006722122,0.0004959014],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003677622,"about_ca_system_score_gemma":0.0002266875,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000890228,"about_ca_topic_score_gemma":0.001292381,"domain_scores_codex":[0.9997193,0.00002431737,0.00001977984,0.00008273921,0.0001139143,0.00003986256],"domain_scores_gemma":[0.9996223,0.0001965421,0.0000439,0.00006107864,0.00006476711,0.00001137494],"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":[0.0000108386,0.000008622517,0.0001296869,0.00004397574,0.0000032047,0.00003293467,0.00002105717,0.0002130705,0.9963802,0.000248252,0.00006993787,0.00283829],"study_design_scores_gemma":[0.000003370424,0.00003712605,0.000920349,0.000007173709,0.000006176768,0.00005542412,0.00002318486,0.005739263,0.9914985,0.0001420126,0.001561759,0.000005597504],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7799428,0.00166,0.2098304,0.0002345211,0.0001009117,0.00009260837,0.001359152,0.001609256,0.00517031],"genre_scores_gemma":[0.8620963,0.002583429,0.1315939,0.0001056913,0.00002759527,0.0001926279,0.0007545998,0.000119855,0.002525984],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001942105,"threshold_uncertainty_score":0.006496966,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008667256121675432,"score_gpt":0.2471334962782885,"score_spread":0.2384662401566131,"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."}}