{"id":"W2736610289","doi":"10.1007/s10853-017-1266-4","title":"A UV-light induced photochemical method for graphene oxide reduction","year":2017,"lang":"en","type":"article","venue":"Journal of Materials Science","topic":"Graphene research and applications","field":"Materials Science","cited_by":38,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Ontario Council on Graduate Studies, Council of Ontario Universities","keywords":"Graphene; Materials science; Oxide; Photoinitiator; Raman spectroscopy; Photochemistry; Ultraviolet; Fourier transform infrared spectroscopy; X-ray photoelectron spectroscopy; Chemical engineering; Nanotechnology; Optoelectronics; Chemistry; Optics; Composite material; Polymer","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001209578,0.0003089513,0.0001963189,0.0002948267,0.0003640906,0.0002203829,0.0005318335,0.0004787557,0.001692903],"category_scores_gemma":[0.000114704,0.0001883943,0.0002903053,0.000188117,0.000205427,0.0003050478,0.0003332568,0.0007107821,0.0005055173],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002279205,"about_ca_system_score_gemma":0.0002374417,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003681496,"about_ca_topic_score_gemma":0.001155703,"domain_scores_codex":[0.9998523,0.00001740628,0.00000827744,0.00003518132,0.00006225416,0.0000246698],"domain_scores_gemma":[0.9999583,0.000008427242,0.000007776277,0.00001000732,0.000008324386,0.000007172415],"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":[0.00001624177,0.00002625588,0.00003306022,0.00009618069,0.000005713332,0.00004180304,0.00001771038,0.00004311595,0.9936355,0.0003191609,0.0002257727,0.005539498],"study_design_scores_gemma":[0.000005570479,0.00006594067,0.0003232629,0.000003901121,0.000009882101,0.0001120012,0.000008337506,0.0005219176,0.9953443,0.00007896974,0.003518019,0.000007878052],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.8383335,0.01225496,0.1175848,0.001080718,0.000986094,0.0003711506,0.0007323142,0.001135289,0.02752112],"genre_scores_gemma":[0.9581943,0.002556938,0.02951409,0.00018453,0.00005936527,0.00008340312,0.0002327851,0.00005915052,0.009115475],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.001692903,"threshold_uncertainty_score":0.005663276,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05081979094236026,"score_gpt":0.3863230520402374,"score_spread":0.3355032610978771,"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."}}