{"id":"W4315620100","doi":"10.1080/10408347.2022.2162331","title":"Gold Nanoparticles-Based Colorimetric Assays for Environmental Monitoring and Food Safety Evaluation","year":2023,"lang":"en","type":"review","venue":"Critical Reviews in Analytical Chemistry","topic":"Advanced Nanomaterials in Catalysis","field":"Materials Science","cited_by":58,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Surface plasmon resonance; Colloidal gold; Analyte; Nanotechnology; Food safety; Biochemical engineering; Environmental chemistry; Computer science; Environmental science; Materials science; Chemistry; Nanoparticle; Chromatography","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.004060788,0.0005706428,0.002617582,0.0001379036,0.00009855204,0.000120508,0.0004582368,0.00047632,0.0003020802],"category_scores_gemma":[0.01512383,0.0004940481,0.0005053689,0.0007338385,0.000404547,0.0001225114,0.0002334661,0.00031513,0.0001885992],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009377206,"about_ca_system_score_gemma":0.0001821078,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":5.697478e-7,"about_ca_topic_score_gemma":2.352022e-7,"domain_scores_codex":[0.9952904,0.0003710685,0.001909139,0.001125157,0.000610952,0.000693258],"domain_scores_gemma":[0.9948295,0.003851849,0.000288392,0.0006694312,0.00005188135,0.0003089724],"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":[0.00005119689,0.0004336376,0.00002079805,0.1281918,0.00008676902,0.00002368639,0.000008283022,0.00002153067,0.01721525,0.000298995,0.0002211618,0.8534269],"study_design_scores_gemma":[0.001213885,0.0001976611,0.000007514408,0.03309723,0.006304341,0.00002770418,0.00002646987,0.003119234,0.02960843,0.001120504,0.9234286,0.001848449],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002685922,0.9968718,0.0003152273,0.00002466997,0.0002928337,0.001551301,0.0004123013,0.0000624383,0.000200799],"genre_scores_gemma":[0.001256972,0.9941605,0.002474578,0.00001224512,0.0003681024,0.001339387,0.0001942647,0.0000887037,0.0001051956],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9232074,"threshold_uncertainty_score":0.9997511,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1509724453488806,"score_gpt":0.4274027874230417,"score_spread":0.2764303420741611,"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."}}