{"id":"W2072775421","doi":"10.1021/ed500067u","title":"Spectroscopic and Physical Characterization of Functionalized Au Nanoparticles: A Multiweek Experimental Project","year":2014,"lang":"en","type":"article","venue":"Journal of Chemical Education","topic":"Gold and Silver Nanoparticles Synthesis and Applications","field":"Materials Science","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Characterization (materials science); Nanoparticle; Nanotechnology; Chemistry; Materials science; Chemical engineering; Engineering","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":[0.002172351,0.0005474245,0.0005829859,0.0005341766,0.001094121,0.0004280552,0.0007958729,0.001333145,0.001788718],"category_scores_gemma":[0.001000793,0.0003716906,0.0004970675,0.0004881681,0.0003460896,0.0005356873,0.0008935614,0.000795421,0.000783525],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004926728,"about_ca_system_score_gemma":0.0003325681,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000400753,"about_ca_topic_score_gemma":0.0005522352,"domain_scores_codex":[0.9985371,0.0002312466,0.00006687271,0.000301551,0.000690581,0.0001725646],"domain_scores_gemma":[0.9985043,0.0001576802,0.0001099231,0.00029751,0.0007008861,0.0002298048],"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":[0.00009737244,0.0004951875,0.0004786637,0.00003918909,0.00001013169,0.00006054532,0.0002106477,0.0003298041,0.9920484,0.0001426332,0.00026266,0.005824653],"study_design_scores_gemma":[0.00002207646,0.002488188,0.003648994,0.000006163714,0.00001574838,0.0001952795,0.0001796244,0.002286475,0.9865811,0.0001213596,0.004427545,0.000027327],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9744323,0.0002912043,0.0208413,0.0003153351,0.0000692507,0.0004556245,0.0002877158,0.0001931784,0.00311411],"genre_scores_gemma":[0.9350184,0.0004182823,0.04675829,0.0001735925,0.0000505621,0.0008961946,0.0008326132,0.0001362861,0.01571582],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002172351,"threshold_uncertainty_score":0.01148862,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01238906865535284,"score_gpt":0.2794194240209921,"score_spread":0.2670303553656392,"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."}}