{"id":"W7162204490","doi":"10.82308/13953","title":"An exploration of controlled experimental crude oil and dilbit spills in a pristine boreal freshwater lake, and the response of the indigenous bacterial community","year":2024,"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":"Oil spill; Crude oil; Novel ecosystem; Carbon stock","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":[0.0003722958,0.0003538202,0.0004611827,0.0002600947,0.001174696,0.0005761983,0.0003737987,0.0003621443,0.001039303],"category_scores_gemma":[0.0004635471,0.000215425,0.0004715142,0.0003373258,0.0009076625,0.000459738,0.0006091392,0.000504916,0.0001189174],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001387696,"about_ca_system_score_gemma":0.002337291,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04120525,"about_ca_topic_score_gemma":0.1074672,"domain_scores_codex":[0.9996476,0.00004693052,0.00002059033,0.0001022806,0.0001051771,0.00007735971],"domain_scores_gemma":[0.999593,0.00005687626,0.0001043311,0.00003699633,0.0001191959,0.00008963591],"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":[0.005641879,0.002364615,0.02124874,0.0001996128,0.00004659371,0.0001737103,0.0009337816,0.0005597415,0.962799,0.0001524566,0.0001370816,0.005742753],"study_design_scores_gemma":[0.0008698759,0.1289059,0.3599299,0.00003877638,0.0003408589,0.000300056,0.003952078,0.003960953,0.4943742,0.0005764645,0.006606232,0.0001448642],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990281,0.00002470154,0.0003083085,0.00001472451,0.000007205297,0.0001147107,0.0001858813,0.000008984916,0.0003073128],"genre_scores_gemma":[0.9917527,0.0001433754,0.0034372,0.00007932726,0.00001272757,0.0004754124,0.0005825558,0.00001347151,0.003503174],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9587948,"threshold_uncertainty_score":0.08193082,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01243915082663635,"score_gpt":0.2522087938700827,"score_spread":0.2397696430434463,"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."}}