{"id":"W2148184397","doi":"10.5194/bg-9-2351-2012","title":"Calcium carbonate production response to future ocean warming and acidification","year":2012,"lang":"en","type":"article","venue":"Biogeosciences","topic":"Ocean Acidification Effects and Responses","field":"Earth and Planetary Sciences","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University; McGill University","funders":"Concordia University; Canadian Foundation for Climate and Atmospheric Sciences","keywords":"Ocean acidification; Alkalinity; Pelagic zone; Effects of global warming on oceans; Carbon dioxide; Environmental science; Calcium carbonate; Carbon sequestration; Calcite; Global warming; Carbon cycle; Oceanography; Climate change; Carbonate; Carbon dioxide in Earth's atmosphere; Total inorganic carbon; Calcification; Ecology; Ecosystem; Geology; Chemistry; Mineralogy; Biology","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":[0.001450378,0.0001098682,0.00008977875,0.0001890373,0.0003593643,0.0001050914,0.0001507087,0.00004880074,0.00006797732],"category_scores_gemma":[0.0002128183,0.00007614831,0.00002191361,0.0005491587,0.0001497334,0.0005621674,0.00001163661,0.00005616726,0.0000867921],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005415995,"about_ca_system_score_gemma":0.00004883442,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003144744,"about_ca_topic_score_gemma":0.00003587258,"domain_scores_codex":[0.9988047,0.000179734,0.0001382701,0.0002913534,0.000262671,0.0003232398],"domain_scores_gemma":[0.9993825,0.0001053774,0.00006052421,0.0001639681,0.00003686829,0.0002507782],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006225657,0.00005209308,0.851411,0.00002615006,0.000008147328,0.000002031986,0.006928618,0.0001136348,0.05494989,0.0001900184,0.001264785,0.08443106],"study_design_scores_gemma":[0.0000445776,0.00008382869,0.9169391,0.000006911826,0.000005605476,0.00001930148,0.001433522,0.0003091301,0.004985809,0.00001810603,0.07601879,0.0001353601],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9912969,0.0011332,0.00006940514,0.005416221,0.001496634,0.0002180232,0.00002258352,0.00005782295,0.000289201],"genre_scores_gemma":[0.9980393,0.00004415448,0.0007516915,0.0002317454,0.0005267331,9.811516e-7,0.00001028696,0.000002386,0.0003927135],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0842957,"threshold_uncertainty_score":0.3105238,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02049210241603439,"score_gpt":0.247189970465082,"score_spread":0.2266978680490476,"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."}}