{"id":"W4401688766","doi":"10.2139/ssrn.4927785","title":"Polyvinyl Alcohol Assisted Citrate Mediated Reduction of Gold(III) Salt: Theoretical Design and Experimental Study on Green Synthesis of Spherical and Biocompatible Gold Nanoparticles","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Nanomaterials for catalytic reactions","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Toronto Metropolitan University","funders":"","keywords":"Polyvinyl alcohol; Biocompatible material; Colloidal gold; Sodium citrate; Salt (chemistry); Nanoparticle; Reduction (mathematics); Nanotechnology; Materials science; Chemistry; Chemical engineering; Biomedical engineering; Organic chemistry; Medicine; Mathematics; 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":[0.0002063764,0.000234279,0.000209139,0.000142096,0.0001754539,0.0003209726,0.0004418132,0.000399692,0.0008921463],"category_scores_gemma":[0.0002694111,0.000180692,0.0003220239,0.0001076563,0.000258356,0.0002005527,0.0001507788,0.0003048992,0.0002044026],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006282724,"about_ca_system_score_gemma":0.0003714079,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002063896,"about_ca_topic_score_gemma":0.002406066,"domain_scores_codex":[0.9998822,0.00001581137,0.000004611469,0.00003178805,0.00004310885,0.00002232086],"domain_scores_gemma":[0.9999188,0.00003491728,0.00001172083,0.000008976227,0.00001985041,0.000005657264],"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":[0.0002034884,0.00005871261,0.0004284691,0.0002614089,0.00001535295,0.0001964867,0.00007635363,0.007199083,0.9797525,0.007088033,0.0001553533,0.004564886],"study_design_scores_gemma":[0.0000197723,0.000191377,0.0006287762,0.000005489459,0.00002010222,0.00008268565,0.00002912716,0.04798255,0.9492207,0.0006513096,0.001154188,0.00001380804],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9695603,0.0008373597,0.02355921,0.0001675806,0.00004184423,0.00005320154,0.00007096661,0.0000827113,0.005626742],"genre_scores_gemma":[0.993569,0.0002701003,0.004990933,0.00002236414,0.000003170841,0.00001500832,0.00004312005,0.00001280341,0.001073399],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002063896,"threshold_uncertainty_score":0.004558504,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01984759693836977,"score_gpt":0.2766831866228118,"score_spread":0.256835589684442,"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."}}