{"id":"W2048082407","doi":"10.1016/j.talanta.2011.08.039","title":"Reflection spectroscopy for the determination of Au nanostructure formation on carbon surfaces","year":2011,"lang":"en","type":"article","venue":"Talanta","topic":"nanoparticles nucleation surface interactions","field":"Earth and Planetary Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"The Scarborough Hospital; University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada; Alzheimer Society","keywords":"Chemistry; Nanostructure; Reflection (computer programming); Spectroscopy; Carbon fibers; Nanotechnology; Chemical engineering; Composite number","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":[0.0001246147,0.00006233962,0.00006448209,0.00004793024,0.0001187062,0.00001322784,0.00008564653,0.00003290965,0.0002575311],"category_scores_gemma":[0.0000360306,0.00004188979,0.00003136201,0.0001085519,0.0000406491,0.0001875167,0.000002531118,0.00005006891,0.0000230823],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001210333,"about_ca_system_score_gemma":0.00001594496,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001151123,"about_ca_topic_score_gemma":0.004248668,"domain_scores_codex":[0.9994971,0.00002867401,0.000152252,0.00008863501,0.0001210468,0.0001123498],"domain_scores_gemma":[0.9995401,0.000154784,0.0001212447,0.0001182752,0.00004432379,0.00002129265],"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":[0.002145575,0.0001257712,0.3114665,0.0001203199,0.00007331342,0.000002705188,0.02034716,0.002787377,0.5247514,0.000906193,0.0008728756,0.1364008],"study_design_scores_gemma":[0.0002028192,0.0004109291,0.3024766,0.00001558613,0.00002706013,0.00001183276,0.0006014021,0.036612,0.6580442,0.0008615614,0.0006529735,0.0000830952],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9911231,0.00001670075,0.0003572096,0.0001002049,0.0004265889,0.0002314031,0.00003574097,0.00002424472,0.007684814],"genre_scores_gemma":[0.9991598,0.00001042172,0.0006574786,0.0000311024,0.00003586494,0.000002138381,0.00002378702,0.000002654357,0.00007676401],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1363177,"threshold_uncertainty_score":0.2819785,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03612700627674217,"score_gpt":0.2635643384301966,"score_spread":0.2274373321534544,"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."}}