{"id":"W2042647564","doi":"10.7901/2169-3358-2003-1-977","title":"Habitat Recovery in an Oil-Contaminated Salt Marsh Following Biorestoration Treatments","year":2003,"lang":"en","type":"article","venue":"International Oil Spill Conference Proceedings","topic":"Microbial bioremediation and biosurfactants","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Biotechnology Research Institute; National Research Council Canada; Bedford Institute of Oceanography; Environment and Climate Change Canada; Fisheries and Oceans Canada","funders":"U.S. Environmental Protection Agency","keywords":"Nutrient; Spartina alterniflora; Salt marsh; Biostimulation; Environmental science; Wetland; Bioremediation; Environmental remediation; Spartina; Petroleum; Environmental chemistry; Contamination; Marsh; Agronomy; Ecology; Chemistry; Biology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002825131,0.0002025276,0.0001591267,0.0001254623,0.00006743361,0.000177627,0.0002901244,0.0001167456,0.001410125],"category_scores_gemma":[0.0001771379,0.0001918972,0.00006305723,0.0002558173,0.0000603172,0.001003468,0.00005295057,0.0001216627,0.000322243],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005280375,"about_ca_system_score_gemma":0.00003497365,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001769241,"about_ca_topic_score_gemma":0.000812491,"domain_scores_codex":[0.9985014,0.00002293108,0.0003480428,0.0004440671,0.0004141071,0.0002694177],"domain_scores_gemma":[0.9995564,0.00001666273,0.0001599583,0.00007746856,0.00007239109,0.0001171298],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006327116,0.0002023957,0.6006359,0.000006400809,0.0000240914,0.00001368458,0.0007156051,0.000008044763,0.3756567,0.0006313975,0.0002788899,0.02176354],"study_design_scores_gemma":[0.006375291,0.0008688428,0.8065486,0.0003871084,0.00007802981,0.00004432528,0.001691899,0.0038327,0.1528856,0.002999645,0.02240727,0.001880681],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9613774,0.00000800584,0.00001536443,0.0003264683,0.0005513296,0.00006295511,0.00001401117,0.0000490011,0.03759547],"genre_scores_gemma":[0.9964054,0.00006389691,0.000955824,0.0003165751,0.00002730289,0.00001835738,0.00005647066,0.00001472116,0.002141441],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2227711,"threshold_uncertainty_score":0.9995027,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01684382376072693,"score_gpt":0.2463751964206741,"score_spread":0.2295313726599472,"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."}}