{"id":"W2052984800","doi":"10.1111/gbi.12121","title":"Reconstruction of limnology and microbialite formation conditions from carbonate clumped isotope thermometry","year":2014,"lang":"en","type":"article","venue":"Geobiology","topic":"Paleontology and Stratigraphy of Fossils","field":"Earth and Planetary Sciences","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; University of British Columbia","funders":"U.S. Department of Energy; National Science Foundation","keywords":"Carbonate; Thermocline; Geology; Holocene; Limnology; Photic zone; Stable isotope ratio; Oceanography; Ecology; Phytoplankton; Chemistry; 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":[0.0001467987,0.00007449053,0.0001809343,0.00009864294,0.00008710454,0.000005131076,0.00007199687,0.0001774092,0.0002358894],"category_scores_gemma":[0.00003616712,0.00006346031,0.00003235066,0.00007009727,0.0003517102,0.00009948036,0.000001731953,0.00009191299,0.00001127623],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":7.462901e-7,"about_ca_system_score_gemma":0.000009667462,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001320769,"about_ca_topic_score_gemma":0.004248536,"domain_scores_codex":[0.9992867,0.0001983166,0.0001962265,0.000149321,0.00002141476,0.0001480166],"domain_scores_gemma":[0.9995061,0.0002199666,0.0001189802,0.00009817933,0.00002313837,0.00003368466],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005505176,0.000008730356,0.7409658,0.00001082996,0.00004904359,9.323406e-7,0.0002380068,0.000009410346,0.0176492,0.0007025992,0.00005128019,0.2402591],"study_design_scores_gemma":[0.0002725486,0.0001423101,0.9888792,0.000006037388,0.00001566899,0.00006476684,0.00006798756,0.0007982094,0.0008488188,0.008483575,0.0003503668,0.00007048259],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.985158,0.001165244,0.0001444996,0.0002153999,0.0003562239,0.00006953479,0.0001900184,0.00001899862,0.01268208],"genre_scores_gemma":[0.9991646,0.00009339296,0.0004788532,0.0000753169,0.0000420662,8.973634e-7,0.0001367611,4.239205e-7,0.000007709004],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2479134,"threshold_uncertainty_score":0.2587836,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008510608983406408,"score_gpt":0.1952206391744352,"score_spread":0.1867100301910288,"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."}}