{"id":"W3184118031","doi":"10.3390/molecules26154585","title":"Photochemical Synthesis of Gold and Silver Nanoparticles—A Review","year":2021,"lang":"en","type":"review","venue":"Molecules","topic":"Nanoparticles: synthesis and applications","field":"Materials Science","cited_by":140,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Nanotechnology; Nanomaterials; Reagent; Nanoparticle; Colloidal gold; Catalysis; Materials science; Noble metal; Chemistry; Organic chemistry","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002987996,0.0002422518,0.001389966,0.00003370898,0.00003480382,0.00003676657,0.000272837,0.0001103046,0.0003558176],"category_scores_gemma":[0.0003367492,0.0001871806,0.0002589058,0.0002397265,0.0001407183,0.00003467182,0.0001610768,0.00007594413,0.0001062733],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001982819,"about_ca_system_score_gemma":0.00009124774,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007900874,"about_ca_topic_score_gemma":7.295081e-7,"domain_scores_codex":[0.9983444,0.0001793801,0.0006312483,0.0004270133,0.0002022499,0.000215749],"domain_scores_gemma":[0.9986778,0.000357096,0.0002823708,0.0005290231,0.00005667309,0.00009697511],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[8.922952e-7,0.000123898,6.442639e-7,0.03441041,0.00003676985,0.000008806074,0.000007253238,4.818283e-8,0.355257,0.001029173,0.002913019,0.606212],"study_design_scores_gemma":[0.00002206941,0.000006161898,4.609702e-7,0.04295255,0.0007557283,0.00002199172,0.000003566986,8.896363e-7,0.3319094,0.00002389821,0.6240997,0.000203556],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0009148952,0.998175,0.000005548735,0.00007296351,0.00002276002,0.0004737762,0.0000877117,0.00002639232,0.0002209534],"genre_scores_gemma":[0.0002109934,0.99793,0.001141605,0.00007140113,0.00002294197,0.0005377024,0.000007901283,0.00003037357,0.00004709113],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6211867,"threshold_uncertainty_score":0.7633004,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03204561074612326,"score_gpt":0.3061237345407387,"score_spread":0.2740781237946154,"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."}}