{"id":"W4393810480","doi":"10.5281/zenodo.8001810","title":"A Global Sensitivity Analysis of Parameter Uncertainty in the CLASSIC Model","year":2023,"lang":"en","type":"dataset","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Soil Geostatistics and Mapping","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; University of Victoria","funders":"","keywords":"Photosynthesis; Surface (topology); Environmental science; Statistical physics; Mathematics; Physics; Biology; Geometry; Botany","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001217541,0.0001413431,0.000237379,0.0001810767,0.000447682,0.0002068503,0.0007973133,0.00008657636,0.001800856],"category_scores_gemma":[0.000843931,0.0001203625,0.00008820715,0.002184726,0.0002336984,0.00006042506,0.001341023,0.0002327226,0.003817741],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002466052,"about_ca_system_score_gemma":0.000002815652,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002205809,"about_ca_topic_score_gemma":0.0003304006,"domain_scores_codex":[0.9980401,0.0004888373,0.0002565787,0.000395935,0.0005355,0.000283097],"domain_scores_gemma":[0.9990351,0.0001054988,0.0001492222,0.0005938099,0.00005274448,0.00006360472],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001311521,0.00006493686,0.000008091607,0.0000191049,0.00008768008,0.00002336579,0.0001412408,0.07037356,0.000009563905,0.00007436595,0.9244899,0.004695033],"study_design_scores_gemma":[0.0001247842,0.00004291033,0.005314569,0.00001479716,0.0001875266,0.000007895482,0.0001190979,0.1245762,3.06121e-7,0.0002802152,0.8691869,0.0001447206],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.002426199,0.000004264957,0.001530883,0.0001640843,0.00003657675,0.0002673188,0.9919632,0.00007152287,0.003535939],"genre_scores_gemma":[0.02383758,0.0000634695,0.00007642961,0.000174416,0.00001906942,6.278457e-8,0.9755535,0.0001994269,0.00007612485],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.05530297,"threshold_uncertainty_score":0.9991117,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0397236303659742,"score_gpt":0.2681663261775333,"score_spread":0.2284426958115591,"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."}}