{"id":"W2155578105","doi":"10.5194/bg-6-2611-2009","title":"From laboratory manipulations to Earth system models: scaling calcification impacts of ocean acidification","year":2009,"lang":"en","type":"article","venue":"Biogeosciences","topic":"Ocean Acidification Effects and Responses","field":"Earth and Planetary Sciences","cited_by":149,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Natural Environment Research Council; European Commission; Royal Society","keywords":"Ocean acidification; Coccolithophore; Emiliania huxleyi; Carbon cycle; Carbonate; Mesocosm; Global change; Oceanography; Climate change; Paleoceanography; Dominance (genetics); Total inorganic carbon; Calcification; Environmental science; Ecology; Atmospheric sciences; Carbon dioxide; Chemistry; Biology; Geology; Phytoplankton; Ecosystem; Nutrient","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005133749,0.0001205064,0.0001543979,0.0002361671,0.0002472092,0.00009842587,0.0003141058,0.00006259276,0.00005405682],"category_scores_gemma":[0.0000872446,0.0000920603,0.00004414504,0.0009288212,0.00009087595,0.0004480566,0.000005095061,0.0000473264,0.0000850397],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000807124,"about_ca_system_score_gemma":0.00009493926,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001991122,"about_ca_topic_score_gemma":0.0001127418,"domain_scores_codex":[0.9986055,0.0001212249,0.0003282402,0.0003406713,0.0003847075,0.0002196919],"domain_scores_gemma":[0.9990826,0.0001238686,0.000178736,0.0002955821,0.0001294398,0.0001897578],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005641512,0.0004464813,0.4269754,0.0001764376,0.00006911773,0.00001384947,0.01328274,0.08482762,0.2612211,0.02156886,0.001993539,0.1888607],"study_design_scores_gemma":[0.00009517722,0.0001329786,0.9069462,0.00005965083,0.00001299071,0.000001411258,0.001618103,0.07775193,0.01229007,0.0004183385,0.0005014904,0.0001716143],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99355,0.0004009776,0.003886254,0.0004905837,0.0002574341,0.0002558504,0.0003886735,0.00009137531,0.0006788383],"genre_scores_gemma":[0.996768,0.00002339463,0.002858474,0.0001012871,0.0001073735,4.803711e-7,0.0001122194,0.000002164854,0.00002661459],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4799708,"threshold_uncertainty_score":0.375411,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02565292429185183,"score_gpt":0.2434132178347711,"score_spread":0.2177602935429193,"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."}}