{"id":"W4388219975","doi":"10.3390/resources12110130","title":"Reclamation of Hydrocarbon Contaminated Soils Using Soil Amendments and Native Plant Species","year":2023,"lang":"en","type":"article","venue":"Resources","topic":"Microbial bioremediation and biosurfactants","field":"Environmental Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"University of Alberta","keywords":"Compost; Environmental science; Soil water; Revegetation; Fertilizer; Land reclamation; Amendment; Agronomy; Environmental remediation; Soil conditioner; Contamination; Soil science; Ecology; Biology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001570534,0.00006584277,0.00009298563,0.00004672554,0.00005583919,0.00001415548,0.00005715524,0.00003861385,0.0001873397],"category_scores_gemma":[0.00002725919,0.00005518614,0.00001510189,0.0002135143,0.0001132451,0.00006259626,0.00007090635,0.000033715,0.00004085703],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004451602,"about_ca_system_score_gemma":0.000002735738,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000177094,"about_ca_topic_score_gemma":0.00009729658,"domain_scores_codex":[0.9993969,0.00003873602,0.0001397699,0.0001293837,0.0001797466,0.0001154869],"domain_scores_gemma":[0.9997705,0.00003455416,0.0001013339,0.00005528971,0.000004479783,0.00003390222],"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":[0.00002166784,0.00001365,0.02524313,0.00001065067,0.000008564451,0.000002225066,0.002258257,0.0001411616,0.9713416,0.000008083651,0.0003871267,0.0005638662],"study_design_scores_gemma":[0.0006087254,0.0001009656,0.241128,0.00007827829,0.00001784026,0.000004073634,0.0014179,0.01603933,0.7360736,0.0001057257,0.00421575,0.0002098125],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996478,0.00001313134,0.000003390009,0.00006118192,0.00003750483,0.00008580559,0.00003300021,0.00002592676,0.003262061],"genre_scores_gemma":[0.9993504,0.00006199189,0.00003041245,0.00003057524,0.00001178583,6.131371e-7,0.00001804894,0.00000428423,0.0004918815],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.235268,"threshold_uncertainty_score":0.2250426,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02167504465672823,"score_gpt":0.2229658857565024,"score_spread":0.2012908410997741,"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."}}