{"id":"W3155431507","doi":"10.3390/nano11041002","title":"Probing the Surface Chemistry of Nanoporous Gold via Electrochemical Characterization and Atom Probe Tomography","year":2021,"lang":"en","type":"article","venue":"Nanomaterials","topic":"Nanoporous metals and alloys","field":"Materials Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Nanoporous; Monolayer; Atom probe; Aqueous solution; Electrochemistry; Cyclic voltammetry; Materials science; Sulfide; Crystallite; Metal; Chemical engineering; Analytical Chemistry (journal); Nanotechnology; Inorganic chemistry; Electrode; Chemistry; Physical chemistry; Organic chemistry; Metallurgy","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005205161,0.000198923,0.0003921863,0.00001548971,0.0001003753,0.0001456154,0.0002165372,0.0001252819,0.0004277792],"category_scores_gemma":[0.00004457553,0.0001459687,0.00006624801,0.0002190488,0.0001402532,0.0001496397,0.0001422605,0.00005117722,0.000009414068],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001793573,"about_ca_system_score_gemma":0.00009266729,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001121907,"about_ca_topic_score_gemma":9.695486e-7,"domain_scores_codex":[0.9984129,0.0001222579,0.0005005823,0.0003931944,0.0002455307,0.0003255234],"domain_scores_gemma":[0.999078,0.00005158966,0.0003122301,0.0003421817,0.0001523401,0.0000636933],"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":[0.0000289478,0.00006338885,0.0002994271,0.0001712541,0.00001410804,0.000007040483,0.0001738277,3.001527e-7,0.9989599,0.00009245138,0.00001396956,0.0001754063],"study_design_scores_gemma":[0.0002459739,0.00002749654,0.0004185132,0.00005228511,0.00003089259,0.00009712996,0.00002776491,0.000007228876,0.9973347,0.0001668514,0.001417592,0.0001735695],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982285,0.0004104793,0.0004666344,0.00013187,0.0002863247,0.0002666957,0.00003692207,0.00007027407,0.0001023143],"genre_scores_gemma":[0.9977328,0.00008305993,0.001423878,0.00006223005,0.0001230793,0.00002387165,0.00007369364,0.000026409,0.0004509647],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001625177,"threshold_uncertainty_score":0.5952432,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006759645418363372,"score_gpt":0.207632479875117,"score_spread":0.2008728344567536,"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."}}