{"id":"W2067590146","doi":"10.1046/j.1529-8817.2001.01052.x","title":"EVOLUTION OF AN ARTIFICIAL SEAWATER MEDIUM: IMPROVEMENTS IN ENRICHED SEAWATER, ARTIFICIAL WATER OVER THE LAST TWO DECADES","year":2001,"lang":"en","type":"article","venue":"Journal of Phycology","topic":"Marine and coastal ecosystems","field":"Earth and Planetary Sciences","cited_by":582,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Seawater; Artificial seawater; Phytoplankton; Emiliania huxleyi; Biology; Oceanography; Ecology; Nutrient; 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":[0.00156052,0.0008779889,0.0007462174,0.001097845,0.0004151992,0.001215761,0.0009189919,0.0009648882,0.0007583466],"category_scores_gemma":[0.001499212,0.0003353964,0.0008171522,0.001259671,0.0005140741,0.0012406,0.001907259,0.001127515,0.000634272],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009797035,"about_ca_system_score_gemma":0.0006393078,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001725132,"about_ca_topic_score_gemma":0.001908576,"domain_scores_codex":[0.9988037,0.0001412411,0.0001745843,0.0002936871,0.0005218036,0.0000650312],"domain_scores_gemma":[0.9992735,0.00008326468,0.0001298935,0.00005942095,0.0003389614,0.0001151509],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001577887,0.0001802377,0.002467659,0.0005542686,0.00005511605,0.0001935253,0.0001235748,0.0005674057,0.9388263,0.0006164431,0.0005454928,0.05571225],"study_design_scores_gemma":[0.00004841753,0.001174903,0.01959099,0.0001886523,0.0002623597,0.00148093,0.0003369924,0.002187618,0.839711,0.000613149,0.1342713,0.0001336911],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8329815,0.05282137,0.0947759,0.00292184,0.002060888,0.0006256611,0.001592585,0.001170239,0.01105005],"genre_scores_gemma":[0.6346576,0.05845218,0.2816063,0.002666495,0.0006881469,0.0008793763,0.004914422,0.0006149326,0.01552055],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001725132,"threshold_uncertainty_score":0.008252919,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01405475425264419,"score_gpt":0.2441947176689716,"score_spread":0.2301399634163274,"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."}}