{"id":"W2055445725","doi":"10.1017/s1431927606062854","title":"Radial Concentration Profile Reconstruction from EDX Mapping of Au-Pt Nanoparticles","year":2006,"lang":"en","type":"article","venue":"Microscopy and Microanalysis","topic":"Advanced Materials Characterization Techniques","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Microanalysis; Nanoparticle; Materials science; Microscopy; Analytical Chemistry (journal); Nanotechnology; Chemistry; Optics; Physics; Chromatography; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008829543,0.000197894,0.0001553791,0.0003553917,0.0001513295,0.0003883627,0.000313265,0.0003417807,0.004003994],"category_scores_gemma":[0.0001969002,0.0001926455,0.0001293146,0.00028139,0.0001598849,0.0003141434,0.0001296832,0.0003430042,0.0004582],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004299843,"about_ca_system_score_gemma":0.00019075,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001436348,"about_ca_topic_score_gemma":0.00153097,"domain_scores_codex":[0.9999479,0.000002936944,0.000002772369,0.00001228861,0.00002213691,0.00001200297],"domain_scores_gemma":[0.99991,0.00002911397,0.00001591527,0.00001100998,0.00002624094,0.000007655991],"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":[0.000214064,0.00002622988,0.0003915215,0.00007166348,0.000005452569,0.0001325845,0.00004751674,0.001601587,0.9904475,0.0004775801,0.0004121617,0.006172196],"study_design_scores_gemma":[0.00001019776,0.00002922554,0.005386821,0.000005622944,0.000006768551,0.0001913313,0.00004686487,0.0197588,0.9732248,0.0001182609,0.001214363,0.000006974329],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9558665,0.0005536783,0.03083746,0.0002637676,0.00006115304,0.00003212805,0.001195602,0.0006570369,0.01053255],"genre_scores_gemma":[0.9697875,0.0003318414,0.0237293,0.00004619342,0.00001128557,0.00001940853,0.0005499629,0.00009206067,0.005432391],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004003994,"threshold_uncertainty_score":0.01339471,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005178845317294887,"score_gpt":0.2057534543550815,"score_spread":0.2005746090377866,"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."}}