{"id":"W195452540","doi":"","title":"Screening and characterization of biosurfactant producers from petroleum hydrocarbon contaminated marine sources in North Atlantic Canada for oil spill responses","year":2014,"lang":"en","type":"dissertation","venue":"Memorial University Research Repository (Memorial University)","topic":"Microbial bioremediation and biosurfactants","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Dispersant; Petroleum; Oil spill; Environmentally friendly; Environmental science; Waste management; Biology; Environmental engineering; Engineering; Dispersion (optics); Ecology","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":[0.0002332744,0.0006013018,0.0004116426,0.001424996,0.001081435,0.001111091,0.0003880805,0.0003389447,0.0008199328],"category_scores_gemma":[0.0005020811,0.000170844,0.0004020517,0.002519742,0.0002674254,0.0002087318,0.00046517,0.0003680233,0.0003591623],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001630904,"about_ca_system_score_gemma":0.00618673,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.462722,"about_ca_topic_score_gemma":0.6133273,"domain_scores_codex":[0.9994817,0.00001542365,0.00004279622,0.00008626667,0.0002460034,0.0001277847],"domain_scores_gemma":[0.9996709,0.00001896556,0.00002947427,0.000007402129,0.0002254994,0.00004788442],"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":[0.0003200642,0.00051089,0.08820929,0.0006541556,0.00004116587,0.001322347,0.003497924,0.0003853968,0.8277695,0.0002218676,0.001047028,0.07602041],"study_design_scores_gemma":[0.00002923244,0.001042678,0.6851094,0.0002211052,0.0002319842,0.001155441,0.01413888,0.0007010509,0.2667984,0.00008448272,0.03040845,0.00007882551],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9900509,0.001712354,0.0006701449,0.0003047797,0.00002346811,0.0002563648,0.003034197,0.00001807351,0.003929686],"genre_scores_gemma":[0.9465528,0.008612536,0.009003739,0.00029116,0.00001680519,0.0001860347,0.01047306,0.00001893226,0.02484496],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5372779,"threshold_uncertainty_score":0.9200574,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01098026995263621,"score_gpt":0.2031085565022887,"score_spread":0.1921282865496525,"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."}}