{"id":"W7161780606","doi":"10.82308/1422","title":"Developing and assessing efficient hydrocarbon bioremediation strategies for cold-temperature soils and sediments: Two case studies in northern Canada.","year":2023,"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; Biostimulation; Microcosm; Nutrient; Soil contamination; Soil water; Diesel fuel; Petroleum","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":[0.0009273655,0.0006770274,0.0004794556,0.0009382138,0.004651815,0.002278739,0.001163221,0.001229229,0.0007907],"category_scores_gemma":[0.001294327,0.0002881654,0.0004077884,0.002536483,0.001153665,0.0004983332,0.0008018143,0.0007055515,0.0001709772],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04696909,"about_ca_system_score_gemma":0.0317276,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9777362,"about_ca_topic_score_gemma":0.9917938,"domain_scores_codex":[0.999032,0.00009213945,0.00003153514,0.00009851935,0.000381578,0.000364255],"domain_scores_gemma":[0.998705,0.0001649745,0.00009520051,0.00003840471,0.0007649281,0.0002314115],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002524142,0.003500993,0.3528428,0.004889626,0.0004467743,0.03723064,0.04165572,0.07682109,0.1556881,0.007767612,0.0118742,0.3047583],"study_design_scores_gemma":[0.0001649359,0.002828879,0.6312559,0.0005633725,0.0003560605,0.002585053,0.1775148,0.02100023,0.06458125,0.001521317,0.09733967,0.0002886671],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9886035,0.001408017,0.001053975,0.0004893286,0.00001535339,0.0005105497,0.0007938891,0.00002534153,0.007100015],"genre_scores_gemma":[0.9767554,0.002816283,0.006833179,0.0001736167,0.000006356192,0.0001132995,0.0007164686,0.00001708093,0.01256827],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04696909,"threshold_uncertainty_score":0.3407862,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02339605565433515,"score_gpt":0.3007588701874072,"score_spread":0.277362814533072,"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."}}