{"id":"W3134441053","doi":"10.1111/sed.12858","title":"Response of large benthic foraminifera to climate and local changes: Implications for future carbonate production","year":2021,"lang":"en","type":"article","venue":"Sedimentology","topic":"Coral and Marine Ecosystems Studies","field":"Environmental Science","cited_by":93,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"Deutsche Forschungsgemeinschaft; Minerva Foundation","keywords":"Foraminifera; Benthic zone; Coralline algae; Oceanography; Reef; Coral reef; Carbonate; Geology; Ecology; Paleontology; Biology","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":[0.0002507654,0.0000679494,0.0001341967,0.00002320868,0.00009899162,0.00000342412,0.00004327603,0.00004118193,0.00004052591],"category_scores_gemma":[0.00005030189,0.00006162392,0.00001923645,0.0001219881,0.00004762293,0.00002772318,0.0002360563,0.00003148297,0.000007556522],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004048876,"about_ca_system_score_gemma":0.000007827087,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002564197,"about_ca_topic_score_gemma":0.002200552,"domain_scores_codex":[0.9993419,0.00004830927,0.000115251,0.0002467194,0.00004721625,0.0002006275],"domain_scores_gemma":[0.9997072,0.00004202309,0.00004323055,0.0001391328,0.00002434495,0.00004411846],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002102822,0.0006448614,0.7381061,0.0004061286,0.0001710515,0.00001139681,0.008129603,0.00006950439,0.1549493,0.01317642,0.02287281,0.05935993],"study_design_scores_gemma":[0.0004849489,0.0004038227,0.8576196,0.00001262349,0.00003564642,0.00004115206,0.0015782,0.00008122109,0.007506783,0.0007492279,0.1313445,0.0001422669],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9590999,0.0002039833,0.0002480985,0.03935419,0.0003997995,0.0003623278,0.00005620906,0.00001619243,0.0002593041],"genre_scores_gemma":[0.9984924,0.00006572745,0.0003789437,0.0004038534,0.00006376243,0.0001369509,0.00001452055,0.000005425994,0.0004384309],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1474425,"threshold_uncertainty_score":0.2512951,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01300208956843332,"score_gpt":0.2684817675146791,"score_spread":0.2554796779462457,"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."}}