{"id":"W4233677590","doi":"10.5194/osd-7-773-2010","title":"The effects of biogeochemical processes on oceanic conductivity/salinity/density relationships and the characterization of real seawater","year":2010,"lang":"en","type":"preprint","venue":"","topic":"Ocean Acidification Effects and Responses","field":"Earth and Planetary Sciences","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bedford Institute of Oceanography; University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada; National Oceanic and Atmospheric Administration; National Science Foundation","keywords":"Salinity; Seawater; Biogeochemical cycle; Temperature salinity diagrams; Environmental science; Oceanography; Geology; Chemistry; Environmental chemistry","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001098522,0.0001636379,0.0002813642,0.00005813747,0.0002525421,0.00006146073,0.000234023,0.0002454352,0.0000331774],"category_scores_gemma":[0.001582799,0.00007251561,0.00006236952,0.0001239131,0.0007925167,0.00006401697,0.00005290914,0.0005782819,0.000006175336],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000170742,"about_ca_system_score_gemma":0.000116411,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003571451,"about_ca_topic_score_gemma":0.000221738,"domain_scores_codex":[0.9984761,0.0005906153,0.0003070152,0.0002555033,0.0002451345,0.0001256283],"domain_scores_gemma":[0.9939648,0.00506629,0.0003784821,0.000371988,0.000169894,0.00004858011],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005742407,0.0003388411,0.7991351,0.00667431,0.0004910824,0.000006256322,0.003755221,0.00007470371,0.1602162,0.009020267,0.00034018,0.01420546],"study_design_scores_gemma":[0.0004506965,0.0001046628,0.8342742,0.0001347717,0.00008152136,0.000004896381,0.00005404841,0.001044065,0.1604335,0.003107916,0.000157358,0.0001523674],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997429,0.0001172131,0.00002784692,0.0007418533,0.0003749003,0.0006551641,0.00008346218,0.00002298664,0.0005475371],"genre_scores_gemma":[0.9984713,0.0009447162,0.00003419813,0.00003357251,0.00007662797,0.000002732613,0.0002650408,0.000004025642,0.000167766],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03513908,"threshold_uncertainty_score":0.2957101,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01618969345883891,"score_gpt":0.2212523695952791,"score_spread":0.2050626761364401,"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."}}