{"id":"W4390745960","doi":"10.1002/agg2.20463","title":"Oil spill soil remediation using thermal desorption: Project synthesis and outcomes","year":2024,"lang":"en","type":"article","venue":"Agrosystems Geosciences & Environment","topic":"Rangeland and Wildlife Management","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Stantec (Canada)","funders":"","keywords":"Topsoil; Subsoil; Environmental science; Environmental remediation; Land reclamation; Soil science; Environmental engineering; Soil water; Contamination; Ecology","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":[],"consensus_categories":[],"category_scores_codex":[0.0007990095,0.0002186953,0.0001948745,0.00007733823,0.0002774711,0.0002103642,0.0002188358,0.00005998219,0.0003097318],"category_scores_gemma":[0.00001607385,0.000154386,0.00007144424,0.0002067654,0.0002707381,0.0003775894,0.0002364478,0.00007990299,0.0003401061],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002295766,"about_ca_system_score_gemma":0.00001124504,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001453809,"about_ca_topic_score_gemma":0.0000701847,"domain_scores_codex":[0.9979154,0.00009511834,0.0002969541,0.0006388958,0.0006819941,0.0003715718],"domain_scores_gemma":[0.9994927,0.00008299931,0.00007891374,0.0002502033,0.000001305907,0.0000938733],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001767023,0.0002265171,0.6362914,0.0003648039,0.0001097803,0.0001103421,0.003262381,0.01614277,0.0527347,0.0005252314,0.001317956,0.2888964],"study_design_scores_gemma":[0.0005565766,0.000256486,0.5607907,0.0004625341,0.0002923791,0.00008530131,0.00203361,0.2170101,0.002026679,0.0001793201,0.2146822,0.001624106],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949051,0.0004599922,0.0004973958,0.0005011602,0.0004984395,0.0001688508,0.00001031838,0.00007600973,0.002882703],"genre_scores_gemma":[0.9967363,0.0003448143,0.0004611777,0.0001053009,0.000118739,0.00008017124,0.000002761222,0.00001547273,0.002135213],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2872723,"threshold_uncertainty_score":0.6295677,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01649370243271916,"score_gpt":0.22517103396886,"score_spread":0.2086773315361408,"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."}}