{"id":"W7161784768","doi":"10.82308/35844","title":"Quantification and characterization of nanoparticles in environmental matrices: release from surface coatings and distributions in natural waters","year":2021,"lang":"en","type":"dissertation","venue":"","topic":"Nanoparticles: synthesis and applications","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Weathering; Nanoparticle; Natural (archaeology); Characterization (materials science); Particle (ecology); Coating; Mass spectrometry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003014058,0.0003268182,0.0001748127,0.0003004685,0.0001535551,0.0003625565,0.0002243749,0.0003932423,0.0002057899],"category_scores_gemma":[0.0003929143,0.000137552,0.0002248194,0.0002374847,0.0002822396,0.0002381436,0.0002817274,0.0002267965,0.0001602624],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002637689,"about_ca_system_score_gemma":0.0002559635,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002491072,"about_ca_topic_score_gemma":0.003162236,"domain_scores_codex":[0.9996939,0.00003154775,0.00001523118,0.0001020973,0.0001258929,0.00003135229],"domain_scores_gemma":[0.9998759,0.00002448278,0.00002455494,0.00001016604,0.00005606693,0.000008812211],"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":[0.00001817898,0.000006492078,0.0008752774,0.00003208848,0.000006389757,0.0000215787,0.0000327655,0.0001639886,0.9975362,0.00001682804,0.00001008624,0.001280115],"study_design_scores_gemma":[0.000003228058,0.000119142,0.009972906,0.000005606355,0.00001277538,0.0001443514,0.0001036996,0.002699069,0.9859427,0.00006906289,0.0009168088,0.00001073534],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9836716,0.0007514146,0.01425152,0.00002807889,0.000007451299,0.00004178088,0.0003151088,0.00006341431,0.0008695979],"genre_scores_gemma":[0.9818616,0.0009549952,0.01547922,0.00005059648,0.000005492162,0.00006955351,0.0003138734,0.00002852326,0.001236243],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002491072,"threshold_uncertainty_score":0.004953086,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00800808165253314,"score_gpt":0.2221231198325488,"score_spread":0.2141150381800156,"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."}}