{"id":"W2138384413","doi":"10.5194/os-7-45-2011","title":"Metrological traceability of oceanographic salinity measurement results","year":2011,"lang":"en","type":"article","venue":"Ocean science","topic":"Oceanographic and Atmospheric Processes","field":"Earth and Planetary Sciences","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bedford Institute of Oceanography","funders":"","keywords":"Salinity; Seawater; Metrology; Measurement uncertainty; Environmental science; Consistency (knowledge bases); Soil science; Standard deviation; Mathematics; Statistics; Geology; Oceanography","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":[0.00940558,0.0003456453,0.0005210298,0.002004097,0.0005151544,0.002310473,0.001300886,0.0006062794,0.001772421],"category_scores_gemma":[0.03602977,0.0002044539,0.0004560256,0.002278542,0.001292739,0.00158761,0.001811055,0.0007352536,0.0007405744],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007953368,"about_ca_system_score_gemma":0.001050546,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001696484,"about_ca_topic_score_gemma":0.001296386,"domain_scores_codex":[0.9892405,0.003042873,0.001084542,0.001586889,0.004846169,0.0001989913],"domain_scores_gemma":[0.9835828,0.003846578,0.001749564,0.005462946,0.005239207,0.0001189308],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0005381076,0.0001544122,0.2378718,0.001356455,0.0005273591,0.0004958882,0.002615727,0.02352895,0.08585028,0.08954293,0.005119875,0.5523981],"study_design_scores_gemma":[0.0001380782,0.0009803361,0.2392039,0.001169362,0.000459537,0.001559069,0.002938268,0.1396067,0.3769215,0.1364905,0.1002858,0.0002469839],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2469683,0.001410169,0.7000006,0.001269261,0.0009835988,0.0002174818,0.003699291,0.002230158,0.04322113],"genre_scores_gemma":[0.9003281,0.0004383642,0.09589388,0.0001168971,0.0001123269,0.0001005015,0.001441817,0.0002075253,0.001360626],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00940558,"threshold_uncertainty_score":0.04974204,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07336237394287236,"score_gpt":0.2233450057310883,"score_spread":0.149982631788216,"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."}}