{"id":"W4408734432","doi":"10.1007/978-981-96-2520-8_12","title":"Development of Multiparametric Standard Seawater (MSSW) for CO2 Parameters, Dissolved Oxygen, and Density of Seawater","year":2025,"lang":"en","type":"book-chapter","venue":"Springer oceanography","topic":"Water Quality Monitoring and Analysis","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Advantech AMT (Canada)","funders":"Japan Agency for Marine-Earth Science and Technology","keywords":"Seawater; Oxygen; Chemistry; Environmental chemistry; Environmental science; Oceanography; Geology; Organic chemistry","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":[0.00113954,0.0007462619,0.0004562998,0.001649193,0.0002012922,0.0007298009,0.001330975,0.0006333596,0.00406746],"category_scores_gemma":[0.0005887294,0.0003357682,0.0005220636,0.001253835,0.000282414,0.001010928,0.0008161542,0.000660417,0.003684644],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003711533,"about_ca_system_score_gemma":0.0005112801,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004476403,"about_ca_topic_score_gemma":0.0009606667,"domain_scores_codex":[0.9993512,0.00007500085,0.00005144415,0.000102328,0.0004028139,0.00001724917],"domain_scores_gemma":[0.9995765,0.00005687425,0.0000320511,0.00006123535,0.0002431961,0.00003008281],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00007174584,0.00008488965,0.001471338,0.0007338322,0.0000186368,0.0001417738,0.0000932825,0.001321459,0.4011919,0.00535251,0.009522649,0.5799959],"study_design_scores_gemma":[0.0000211027,0.0006444589,0.00596207,0.0001730552,0.00004334554,0.001660838,0.00008372507,0.008313618,0.5971933,0.002381567,0.3834487,0.00007422853],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.07602208,0.02100306,0.7959218,0.001149669,0.001447196,0.0007326115,0.003362129,0.005634997,0.09472647],"genre_scores_gemma":[0.1356799,0.01090213,0.690499,0.0006245656,0.0002439283,0.0008348717,0.009288165,0.001316158,0.1506113],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.00406746,"threshold_uncertainty_score":0.01360697,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02114471082980323,"score_gpt":0.2373917057287281,"score_spread":0.2162469948989248,"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."}}