{"id":"W2124286001","doi":"10.5194/os-7-363-2011","title":"The effects of biogeochemical processes on oceanic conductivity/salinity/density relationships and the characterization of real seawater","year":2011,"lang":"en","type":"article","venue":"Ocean science","topic":"Ocean Acidification Effects and Responses","field":"Earth and Planetary Sciences","cited_by":91,"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006066513,0.0002009394,0.000140717,0.0002500475,0.0001186124,0.0005063043,0.0001768117,0.0001863124,0.0005898502],"category_scores_gemma":[0.002288092,0.0001288617,0.0002047604,0.0002639493,0.001065713,0.0006796026,0.0004821263,0.0002215632,0.0001006614],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003681333,"about_ca_system_score_gemma":0.0002026279,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001209193,"about_ca_topic_score_gemma":0.0007899465,"domain_scores_codex":[0.9997641,0.00009642808,0.00001626358,0.00004264028,0.00006744199,0.00001312799],"domain_scores_gemma":[0.9992336,0.0004351978,0.0001620246,0.00007944164,0.00005806473,0.00003175822],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0007061196,0.0002004213,0.2452144,0.0004036456,0.0001875043,0.0003964585,0.0004596759,0.06554999,0.6312626,0.0134867,0.0002138155,0.04191862],"study_design_scores_gemma":[0.00005067043,0.0006606171,0.5944642,0.00002493623,0.00007289017,0.0004541715,0.0004906235,0.1362204,0.2544847,0.01076714,0.002228009,0.00008171856],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9916692,0.000251304,0.006433278,0.00009578971,0.00001004829,0.000007197444,0.00007319351,0.00001680712,0.001443185],"genre_scores_gemma":[0.9990916,0.00009095955,0.0006748119,0.000009750874,0.000001919193,0.000002811572,0.0000238859,0.000003338413,0.0001010343],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001209193,"threshold_uncertainty_score":0.003208339,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02330382190364897,"score_gpt":0.2156251125484943,"score_spread":0.1923212906448453,"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."}}