{"id":"W2490427618","doi":"","title":"Femtosecond Laser Interaction with Graphene Oxide Aqueous Solution","year":2015,"lang":"en","type":"dissertation","venue":"UWSpace (University of Waterloo)","topic":"Laser-Ablation Synthesis of Nanoparticles","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Waterloo","keywords":"Graphene; Oxide; Materials science; Aqueous solution; X-ray photoelectron spectroscopy; Laser; Surface roughness; Graphene oxide paper; Analytical Chemistry (journal); Thin film; Femtosecond; Nanotechnology; Chemical engineering; Optics; Composite material; Chemistry; Chromatography; Organic chemistry","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00009965742,0.0002370172,0.0003166299,0.0003038401,0.00008520448,0.00002560232,0.0001891813,0.0002212011,0.0002287049],"category_scores_gemma":[0.000008903911,0.0002639563,0.00008898499,0.0001846605,0.0000438222,0.0005076459,0.00001720264,0.0001940952,0.0001519082],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000156986,"about_ca_system_score_gemma":0.0000489552,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006218059,"about_ca_topic_score_gemma":0.08262165,"domain_scores_codex":[0.9990923,0.00003440078,0.0001313965,0.000234724,0.0002804952,0.0002266392],"domain_scores_gemma":[0.9992525,0.00003149308,0.0001491977,0.0002552973,0.0002002488,0.0001112652],"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":[0.003812738,0.0006889113,0.003044382,0.003001516,0.002898716,0.0003923496,0.1896889,0.09183539,0.590175,0.0001826573,0.05852554,0.05575388],"study_design_scores_gemma":[0.00456782,0.000598243,0.02146773,0.001497214,0.001399358,0.00004574169,0.2729358,0.02245306,0.6607447,0.0006142388,0.01093426,0.002741745],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978713,0.00008217815,0.00004845811,0.00008996692,0.0002524388,0.0001807357,0.00002768193,0.0002328724,0.001214418],"genre_scores_gemma":[0.9545069,0.00005918077,0.001400511,0.00000389047,0.00002767225,9.171982e-7,0.0003416653,0.00005164934,0.04360765],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08324695,"threshold_uncertainty_score":0.9999813,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01058002104269521,"score_gpt":0.1912186897813463,"score_spread":0.1806386687386511,"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."}}