{"id":"W2246361575","doi":"10.1201/b12522-151","title":"Homogeneity and stability testing of a candidate reference material for the determination of total arsenic in tuna fish sample","year":2012,"lang":"en","type":"book-chapter","venue":"","topic":"Pesticide Residue Analysis and Safety","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Homogeneity (statistics); Fish <Actinopterygii>; Tuna; Fishery; Arsenic; Sample (material); Environmental science; Statistics; Biology; Mathematics; Chemistry; Materials science; Chromatography; Metallurgy","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":[0.001675369,0.0002765273,0.0003137612,0.0008727271,0.0003361055,0.0005183559,0.0006473983,0.000384962,0.001696774],"category_scores_gemma":[0.001143578,0.0001617962,0.0003401726,0.0007772326,0.000334033,0.0002996535,0.0004034823,0.0003104459,0.0009396372],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000494607,"about_ca_system_score_gemma":0.0004298292,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001231748,"about_ca_topic_score_gemma":0.003057293,"domain_scores_codex":[0.9986551,0.0001870891,0.00008340557,0.0002421226,0.0007978804,0.00003432006],"domain_scores_gemma":[0.9994573,0.000111016,0.00005772334,0.00004781893,0.0003118837,0.00001423677],"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":[0.0002326501,0.0001085635,0.002959782,0.0003084268,0.00003323641,0.0002473386,0.00025832,0.0009726691,0.9058527,0.0009156397,0.001192823,0.08691789],"study_design_scores_gemma":[0.00001390529,0.001156454,0.01617843,0.00006350277,0.0001090748,0.0007375729,0.0001885315,0.003582262,0.9445316,0.0004618286,0.03293101,0.00004583811],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7608323,0.01409727,0.1834306,0.0005325557,0.0004023013,0.0004994484,0.002766663,0.0009840141,0.03645494],"genre_scores_gemma":[0.8067683,0.005947209,0.1281922,0.0002036668,0.00009406519,0.0005271325,0.003885144,0.0002761431,0.05410608],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001696774,"threshold_uncertainty_score":0.00886029,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06100034991504012,"score_gpt":0.2456422013695396,"score_spread":0.1846418514544995,"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."}}