{"id":"W4403249337","doi":"10.1088/0026-1394/61/1a/08016","title":"CCQM-K161 \"Anions in Seawater\"","year":2024,"lang":"en","type":"article","venue":"Metrologia","topic":"Chemical Analysis and Environmental Impact","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Seawater; Environmental science; Oceanography; Geology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.016921,0.002539322,0.001346421,0.002825113,0.003962443,0.004276328,0.006609423,0.009596631,0.06837354],"category_scores_gemma":[0.01430393,0.0008704786,0.001503577,0.00167593,0.001801396,0.002242825,0.004170518,0.002522954,0.06306008],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007661921,"about_ca_system_score_gemma":0.03261606,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03507714,"about_ca_topic_score_gemma":0.03803114,"domain_scores_codex":[0.9856722,0.002809326,0.001057365,0.001147906,0.007741005,0.001572135],"domain_scores_gemma":[0.9785018,0.001539326,0.001927014,0.001865673,0.01372756,0.002438634],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001047553,0.0003543163,0.00199113,0.002108769,0.0000228994,0.0004934159,0.0003053797,0.001813884,0.02882645,0.01169507,0.8982295,0.05311158],"study_design_scores_gemma":[0.0001094361,0.0005028369,0.005452684,0.000506789,0.00001314489,0.0001786795,0.000120695,0.0004971676,0.00803145,0.001781982,0.9827398,0.00006531677],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03657642,0.009436596,0.04333872,0.05723625,0.02690716,0.02625703,0.1274254,0.01479277,0.6580297],"genre_scores_gemma":[0.0977395,0.005885002,0.05985133,0.0318372,0.006743083,0.01042791,0.1105543,0.003959356,0.6730024],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06837354,"threshold_uncertainty_score":0.2287322,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005472544562398511,"score_gpt":0.2248470011938101,"score_spread":0.2193744566314116,"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."}}