{"id":"W7001297508","doi":"","title":"Integration of Bayesian inference techniques with mathematical modelling","year":2012,"lang":"en","type":"article","venue":"ScholarsArchive  (Brigham Young University)","topic":"Soil and Water Nutrient Dynamics","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Nucleofection; Gestational period; TSG101; Articular cartilage damage; Proteogenomics; Hyporeflexia; Liquation","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001349502,0.0001208238,0.0001285063,0.000117465,0.0001099423,0.00001985882,0.0002345775,0.00004974004,0.00006107885],"category_scores_gemma":[0.00001165922,0.00009954776,0.00004172321,0.0003067314,0.000230267,0.000905528,0.0001336277,0.0002004263,0.00003804546],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009817699,"about_ca_system_score_gemma":0.0000113701,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001219063,"about_ca_topic_score_gemma":0.00001105106,"domain_scores_codex":[0.9991902,0.00006191312,0.00011108,0.0001706871,0.0002241334,0.0002420149],"domain_scores_gemma":[0.9995529,0.00004345138,0.00007568176,0.0001951144,0.00001647479,0.0001163537],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001372218,0.00031317,0.9364221,0.00002446234,0.00002990502,0.0000154123,0.002644286,0.001381187,0.005223973,0.0501786,0.00002012104,0.003609553],"study_design_scores_gemma":[0.003822163,0.001809233,0.2712855,0.001399894,0.00069751,0.0002409181,0.005231208,0.2755796,0.1087865,0.3115571,0.01584451,0.003745893],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.504577,0.000002337913,0.4554863,0.00001357274,0.00001737692,0.0001036132,0.000005459672,0.00004609694,0.03974817],"genre_scores_gemma":[0.9442157,0.00001256823,0.05520085,0.000009341546,0.00001294509,6.270139e-7,0.000009682693,0.000009248824,0.0005290364],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6651366,"threshold_uncertainty_score":0.405944,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0119688786862333,"score_gpt":0.2034018627022287,"score_spread":0.1914329840159954,"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."}}