{"id":"W2113648463","doi":"10.1306/07141111038","title":"Computer modeling bioturbation: The creation of porous and permeable fluid-flow pathways","year":2012,"lang":"en","type":"article","venue":"AAPG Bulletin","topic":"Geological formations and processes","field":"Earth and Planetary Sciences","cited_by":68,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Simon Fraser University","funders":"","keywords":"Bioturbation; Geology; Fluid dynamics; Porosity; Flow (mathematics); Petroleum engineering; Geotechnical engineering; Petrology; Geomorphology; Mechanics; Sediment","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":[],"category_scores_codex":[0.0002384814,0.00005251327,0.00006546673,0.00001722342,0.0001453965,0.00002521769,0.00006204286,0.00003489189,0.002214411],"category_scores_gemma":[0.00001962063,0.00003024936,0.00001438912,0.00006087703,0.00004042967,0.00008252539,0.000008551006,0.00004281549,0.0001008118],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":7.193827e-7,"about_ca_system_score_gemma":0.000006567674,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002740074,"about_ca_topic_score_gemma":0.00001466017,"domain_scores_codex":[0.999575,0.00002869255,0.0001219284,0.00006212981,0.00008857685,0.0001236279],"domain_scores_gemma":[0.9997423,0.00007814218,0.00003642482,0.00006806336,0.00003824465,0.00003684799],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00006547986,0.00009021974,0.3748496,0.0001500244,0.00003621822,0.000001361686,0.005557795,0.3337311,0.00006284525,0.004915385,0.008460047,0.2720799],"study_design_scores_gemma":[0.0001771574,0.0001323393,0.1334184,0.00001561266,0.00001680964,0.00002849264,0.0003592638,0.8149497,0.0000927002,0.001092526,0.04957791,0.0001391338],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9822065,0.001918297,0.00630732,0.001959194,0.0001267037,0.00009840971,0.00001843981,0.00002196118,0.007343231],"genre_scores_gemma":[0.9948944,0.00009815789,0.004533087,0.0002471108,0.00009254519,7.130193e-7,0.00005082506,8.862694e-7,0.00008229029],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4812185,"threshold_uncertainty_score":0.9986977,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02109416355206071,"score_gpt":0.1938882885409194,"score_spread":0.1727941249888587,"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."}}