{"id":"W7161871624","doi":"10.82308/16043","title":"Bioremediation of petroleum hydrocarbons: multi-scale investigation of effects of pore size and role of diurnal temperature changes","year":2014,"lang":"en","type":"dissertation","venue":"","topic":"Microbial bioremediation and biosurfactants","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Bioremediation; Biodegradation; Environmental remediation; Petroleum; Soil water; Moisture; Hydrocarbon; Soil contamination; Biostimulation","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001687391,0.0003020971,0.0003292607,0.0001306047,0.0001283658,0.0003136003,0.0001539113,0.0002473757,0.0003617828],"category_scores_gemma":[0.0002132364,0.0001378356,0.0002725316,0.0001874974,0.000189761,0.000275139,0.0002257771,0.0003369628,0.00011874],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001815555,"about_ca_system_score_gemma":0.0002057652,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002730708,"about_ca_topic_score_gemma":0.002706309,"domain_scores_codex":[0.9998616,0.00001595912,0.000008544242,0.00004018575,0.00004300399,0.00003067966],"domain_scores_gemma":[0.9997717,0.00005598121,0.00006570257,0.00001742691,0.00005145784,0.00003778916],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00007166198,0.00002345699,0.0009734218,0.00002166967,0.000004790722,0.000009503105,0.00001747887,0.00007512289,0.9980939,0.000003073421,0.000004816191,0.0007011756],"study_design_scores_gemma":[0.000008779235,0.001151281,0.08744115,0.000006134637,0.00003413396,0.0001192021,0.0001501303,0.001697327,0.9088955,0.00001792632,0.0004607254,0.00001772588],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990016,0.0001904775,0.0004405708,0.00001202096,0.000004489292,0.00001136447,0.0001980146,0.00000825934,0.0001332356],"genre_scores_gemma":[0.9980427,0.0003043334,0.0009248725,0.00001181419,0.000003987688,0.00002442074,0.0002797483,0.000006770062,0.0004013532],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002730708,"threshold_uncertainty_score":0.005429685,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002916298755445126,"score_gpt":0.1896054710463875,"score_spread":0.1866891722909423,"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."}}