{"id":"W2804643889","doi":"10.1017/s143192760344141x","title":"Quantitative EDX Microanalysis On Volatile Alloyed Nanoparticles","year":2003,"lang":"en","type":"article","venue":"Microscopy and Microanalysis","topic":"Electron and X-Ray Spectroscopy Techniques","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada; McMaster University","funders":"","keywords":"Microanalysis; Materials science; Nanoparticle; Electron probe microanalysis; Metallurgy; Chemistry; Nanotechnology; Electron microprobe; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007277326,0.0004282608,0.0006862661,0.0003674224,0.000480663,0.0002864737,0.0003041174,0.0001476535,0.001246565],"category_scores_gemma":[0.0001084865,0.0003757808,0.000271391,0.0007528051,0.000375412,0.0002271009,0.00005688587,0.0002260152,0.0002780301],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001098886,"about_ca_system_score_gemma":0.00008430652,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002272994,"about_ca_topic_score_gemma":0.0002751421,"domain_scores_codex":[0.9972381,0.0003325282,0.0005541383,0.0008811093,0.000265286,0.0007288189],"domain_scores_gemma":[0.9987242,0.0001382436,0.0002354887,0.0005843687,0.0001242372,0.0001935142],"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":[0.0001187535,0.0001817978,0.0009207559,0.00001529335,0.0001459611,0.000006097217,0.0003216661,0.00000912882,0.9903171,0.005172798,0.002628745,0.0001618896],"study_design_scores_gemma":[0.0003774857,0.0003832288,0.0001521453,0.00003000542,0.0003819288,0.000008373257,0.0002378295,0.0000594035,0.987083,0.001097243,0.009757883,0.000431477],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9923916,0.002036373,0.002963771,0.000320882,0.0001142505,0.0002170613,0.00004308886,0.0002036345,0.001709364],"genre_scores_gemma":[0.9628301,0.0003688056,0.0339506,0.0007231919,0.00003433879,0.00004120833,0.00002141289,0.00004624549,0.001984099],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03098683,"threshold_uncertainty_score":0.9998694,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01263218904154488,"score_gpt":0.2902282748600095,"score_spread":0.2775960858184646,"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."}}