{"id":"W4406324094","doi":"10.1093/mam/ozae126","title":"<i>In Situ</i> Focused Ion Beam Redeposition Surface Coatings for Site-Specific, Near-Surface Characterization by Atom Probe Tomography","year":2025,"lang":"en","type":"article","venue":"Microscopy and Microanalysis","topic":"Advanced Materials Characterization Techniques","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Foundation for Innovation; McMaster University","keywords":"Atom probe; Materials science; Focused ion beam; Coating; Field ion microscope; Sputtering; Evaporation; Ion beam; Layer (electronics); Sample preparation; Characterization (materials science); Nanotechnology; Ion; Analytical Chemistry (journal); Beam (structure); Optics; Thin film; Chemistry; Transmission electron microscopy","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001587728,0.0002884523,0.000429057,0.0001147876,0.0001749472,0.0002256623,0.0001170093,0.0001862461,0.00001572567],"category_scores_gemma":[0.000006150905,0.0003338148,0.00009912201,0.0006634131,0.00005732235,0.0003669123,0.00003764632,0.0001105303,0.000003042725],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007467496,"about_ca_system_score_gemma":0.00001144557,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001909802,"about_ca_topic_score_gemma":0.00001221693,"domain_scores_codex":[0.9986237,0.0000371102,0.0005263991,0.0004285914,0.00008003678,0.0003041261],"domain_scores_gemma":[0.9994627,0.00004386812,0.0001322901,0.0002395867,0.00007291395,0.00004860511],"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":[0.00006660188,0.0000427091,0.0007047047,0.0001865893,0.00003686715,6.499662e-7,0.0002286923,0.0002127241,0.9970965,0.00002137961,0.001062268,0.0003403543],"study_design_scores_gemma":[0.0004945789,0.00002520389,0.0003659648,0.0001087086,0.00006887872,9.528213e-7,0.00001791311,0.0004910516,0.9782876,0.00007193028,0.01977742,0.0002898191],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6652178,0.0004652112,0.3330527,0.0001289522,0.0001177166,0.0004863064,0.0002597413,0.0002441502,0.00002741751],"genre_scores_gemma":[0.9562095,0.001414789,0.03893035,0.0002878452,0.00003507368,0.00009217866,0.002505965,0.00007737501,0.0004468789],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2941223,"threshold_uncertainty_score":0.9999114,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004318738180026493,"score_gpt":0.2227645185973584,"score_spread":0.2184457804173319,"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."}}