{"id":"W2213573909","doi":"10.1890/1540-9295-13.5.282","title":"A letter from the Dean","year":2015,"lang":"en","type":"review","venue":"Frontiers in Ecology and the Environment","topic":"Ocean Acidification Effects and Responses","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Marine research; Value (mathematics); Ecology; Geography; Environmental resource management; Oceanography; Environmental science; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007441249,0.0001752653,0.0005572571,0.00003666215,0.0001374071,0.00002290009,0.0003140146,0.0001654802,0.0003151256],"category_scores_gemma":[0.00003058929,0.0000718868,0.00009070834,0.00004461647,0.0006336017,0.00002601171,0.00003026022,0.0003107209,0.0002118106],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001346709,"about_ca_system_score_gemma":0.00003103858,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000077802,"about_ca_topic_score_gemma":0.00007739104,"domain_scores_codex":[0.9981932,0.001065289,0.0002241015,0.0002387128,0.00009846313,0.000180248],"domain_scores_gemma":[0.9988057,0.0007510351,0.0001267155,0.0002715241,0.000001148053,0.00004385485],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003839238,0.000009370719,0.01142873,0.00005175129,0.00009225951,0.000009591771,0.0001452935,0.00003754946,1.119594e-9,0.00001927963,0.03007738,0.9580904],"study_design_scores_gemma":[0.0003013431,0.00002055329,0.02159821,0.00006704942,0.0001512104,0.00000481893,0.00003797887,0.000116095,1.213227e-8,0.0008900112,0.9767135,0.00009920955],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001862235,0.9968002,0.00004618099,0.001076847,0.0008860063,0.0005426607,0.00007213285,0.000004913801,0.0003847776],"genre_scores_gemma":[0.0002762837,0.9978128,0.0002087667,0.0009383585,0.000163842,0.00001201766,0.0001064615,0.000004340905,0.000477104],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9579912,"threshold_uncertainty_score":0.3450404,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01476062695629576,"score_gpt":0.2117160659596312,"score_spread":0.1969554390033354,"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."}}