{"id":"W4283815296","doi":"10.21203/rs.3.rs-1793366/v1","title":"Parsimonious Methodology for Synthesis of Silver and Copper Functionalized Cellulose","year":2022,"lang":"en","type":"preprint","venue":"Research Square","topic":"Nanoparticles: synthesis and applications","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Military College of Canada","funders":"Argonne National Laboratory; Natural Sciences and Engineering Research Council of Canada; Canadian Light Source; U.S. Department of Energy","keywords":"Sodium hydroxide; Sodium borohydride; Copper; Chemistry; Nuclear chemistry; Sodium bicarbonate; Inorganic chemistry; Sodium; Reagent; Sodium thiosulfate; Silver nitrate; Organic chemistry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003476794,0.0005484654,0.0002541024,0.0005217016,0.0002532174,0.0002240087,0.0004404933,0.0003347519,0.002114013],"category_scores_gemma":[0.0003024237,0.0002148081,0.0003361717,0.0005057824,0.0001226747,0.0002512474,0.0002970814,0.0006176861,0.001334471],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002299869,"about_ca_system_score_gemma":0.0004037667,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005480729,"about_ca_topic_score_gemma":0.001675492,"domain_scores_codex":[0.9997168,0.00003948076,0.00003736096,0.00006652045,0.00009564868,0.00004421488],"domain_scores_gemma":[0.9998403,0.00002323464,0.00004074588,0.00003603377,0.00003653649,0.00002303941],"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":[0.00002324157,0.00003704946,0.0001211285,0.0002352131,0.00001240402,0.000177538,0.00003332123,0.0001401605,0.9899013,0.0001963999,0.0001069071,0.009015233],"study_design_scores_gemma":[0.000009751232,0.0001193,0.0008597968,0.00001976666,0.00001749117,0.0003887071,0.00001815078,0.0006363571,0.9903108,0.0001174409,0.007490836,0.00001163516],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6388358,0.01131575,0.3214496,0.000388806,0.0003613949,0.000811094,0.001349975,0.0009392385,0.0245484],"genre_scores_gemma":[0.7458376,0.007288733,0.2310866,0.0002358501,0.00005764918,0.0007469204,0.001293757,0.000152075,0.01330096],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002114013,"threshold_uncertainty_score":0.007072151,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1894302501491256,"score_gpt":0.4285245868437266,"score_spread":0.239094336694601,"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."}}