{"id":"W3205680359","doi":"","title":"Understanding Natural and Anthropogenic Disturbances in Biogeochemistry and Carbon-Water Coupling I Poster","year":2021,"lang":"en","type":"article","venue":"AGU Fall Meeting 2021","topic":"Atmospheric and Environmental Gas Dynamics","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Biogeochemistry; Natural (archaeology); Coupling (piping); Environmental science; Carbon fibers; Earth science; Oceanography; Geology; Computer science; Engineering; Paleontology","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":[0.0001155609,0.0001412121,0.0001396495,0.000003984169,0.0001074027,0.00004351768,0.00005801916,0.0000640368,0.00006068026],"category_scores_gemma":[0.00001576568,0.0001205136,0.00002329341,0.00008511869,0.000273824,0.0000846845,0.0003337089,0.0001413621,0.000003921971],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001875438,"about_ca_system_score_gemma":0.000003661074,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001014417,"about_ca_topic_score_gemma":0.001090681,"domain_scores_codex":[0.9990267,0.00001671047,0.0001540314,0.0003784767,0.00014526,0.0002787874],"domain_scores_gemma":[0.9997489,0.00003886093,0.0000315321,0.0001163812,0.000001565644,0.00006274435],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000007041906,0.00001852949,0.966438,0.00001478798,0.000009387908,0.00008780159,0.0004576609,0.001255368,0.03147313,0.000005748799,0.000005603876,0.000226935],"study_design_scores_gemma":[0.002634533,0.0001082159,0.7479308,0.000538417,0.0001302142,0.0003933772,0.02418422,0.1728047,0.04668093,0.001709134,0.0007995436,0.002085963],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966015,0.001331032,0.00004325128,0.0002219627,0.00008630066,0.00004652432,9.097223e-7,0.000009505714,0.00165899],"genre_scores_gemma":[0.9984444,0.0004143217,0.0007272547,0.00007610574,0.00002380922,0.000002645412,0.000008526647,0.00001320542,0.0002897203],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2185072,"threshold_uncertainty_score":0.4914401,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01194816638443419,"score_gpt":0.2039613483934144,"score_spread":0.1920131820089802,"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."}}