{"id":"W4236765783","doi":"10.1149/ma2010-01/32/1504","title":"(Invited) The Evolution of Populations of Nanotubes During Synthesis from Optical Imaging and Optical Spectroscopy","year":2010,"lang":"en","type":"article","venue":"ECS Meeting Abstracts","topic":"Nanotechnology research and applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; National Research Council Canada","funders":"","keywords":"Optical imaging; Spectroscopy; Nanotechnology; Materials science; Physics; Optics","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":[0.0008509139,0.0007698943,0.0006345607,0.0007012305,0.001059199,0.001260924,0.0008115766,0.001691546,0.02374852],"category_scores_gemma":[0.001443611,0.0003870599,0.0005312048,0.0004548224,0.0006860145,0.001266466,0.0006871102,0.001552369,0.006593284],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005470622,"about_ca_system_score_gemma":0.0003012142,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001134475,"about_ca_topic_score_gemma":0.002469313,"domain_scores_codex":[0.9996026,0.00003513837,0.00001355687,0.0001106911,0.0001668867,0.00007109845],"domain_scores_gemma":[0.9994094,0.000208282,0.00003256325,0.00002536492,0.0002461647,0.00007830118],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.001856465,0.00009984185,0.0007082357,0.001966751,0.0001258679,0.001097865,0.0007440283,0.0008527568,0.3285684,0.006718861,0.4711081,0.1861529],"study_design_scores_gemma":[0.0001299473,0.0003736946,0.004902697,0.00014262,0.0002194178,0.0009927284,0.0005509367,0.001967772,0.2737957,0.003762966,0.7130183,0.0001431414],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"editorial","genre_gemma":"empirical","genre_scores_codex":[0.1512671,0.2195338,0.06378093,0.09390122,0.2754979,0.0007061458,0.005804155,0.003909134,0.1855996],"genre_scores_gemma":[0.2552099,0.05695394,0.01806995,0.01029326,0.04229216,0.0006182289,0.002788784,0.001027419,0.6127464],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02374852,"threshold_uncertainty_score":0.07944673,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007647188927398909,"score_gpt":0.2365502935350633,"score_spread":0.2289031046076644,"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."}}