{"id":"W4200245606","doi":"10.53063/synsint.2021.1477","title":"Sol-gel zinc oxide nanoparticles: advances in synthesis and applications","year":2021,"lang":"en","type":"article","venue":"Synthesis and Sintering","topic":"ZnO doping and properties","field":"Materials Science","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sol-gel; Nanoparticle; Materials science; Zinc; Nanotechnology; Biocompatibility; Chemical engineering; Metallurgy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002959738,0.00009754293,0.0001823554,0.00003708728,0.0001283235,0.0001356791,0.00007367776,0.00003195821,0.00009502497],"category_scores_gemma":[0.0002502255,0.00008332843,0.00002094904,0.00005503682,0.00009464636,0.0002148919,0.00009642384,0.00003937076,0.00001995008],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001516951,"about_ca_system_score_gemma":0.00001633344,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004620657,"about_ca_topic_score_gemma":0.0001237732,"domain_scores_codex":[0.9991927,0.0000842271,0.000186203,0.0002735096,0.00007366674,0.0001896918],"domain_scores_gemma":[0.9993922,0.0003437549,0.00003582346,0.0001551632,0.00002110773,0.00005199097],"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":[0.00001893679,0.00002515018,0.001670673,0.0001322171,0.000003751768,0.000007392932,0.000330037,0.00006672478,0.9547896,0.0003177183,0.000004978342,0.04263279],"study_design_scores_gemma":[0.00004829906,0.000007386123,0.002213992,0.0003302575,0.00001179748,0.00002500159,0.0009293426,0.0004743244,0.9888262,0.0003187364,0.006675404,0.0001392546],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9909629,0.007226301,0.000272097,0.0002765319,0.00004416361,0.00005888459,0.000007326801,0.00004081415,0.001110979],"genre_scores_gemma":[0.9969066,0.001444552,0.001359954,0.00004639288,0.00003040848,0.0001159308,1.991214e-7,0.0000104892,0.00008550131],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04249354,"threshold_uncertainty_score":0.3398035,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01750716995190446,"score_gpt":0.2421023056768215,"score_spread":0.224595135724917,"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."}}