{"id":"W4319603579","doi":"10.31080/asmi.2023.06.1201","title":"Preliminary Screening of Biosurfactants Produced by a Pseudomonas sp. Isolated from Mud Drill Cuttings","year":2023,"lang":"en","type":"article","venue":"ACTA SCIENTIFIC MICROBIOLOGY","topic":"Microbial bioremediation and biosurfactants","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Drill cuttings; Cutting; Pseudomonas; Drill; Biology; Botany; Bacteria; Engineering; Drilling; Drilling fluid; Paleontology; Mechanical engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002811411,0.0006279127,0.00053178,0.0004585559,0.0002564572,0.000486327,0.0002274678,0.0005760427,0.0005564555],"category_scores_gemma":[0.0004989017,0.0001667238,0.0004737347,0.0004349161,0.000164313,0.0002927001,0.000411007,0.0005305221,0.0002975866],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007086638,"about_ca_system_score_gemma":0.0001706876,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006343733,"about_ca_topic_score_gemma":0.0009185991,"domain_scores_codex":[0.9996086,0.00008729139,0.0000488731,0.00005203814,0.0001403684,0.00006284779],"domain_scores_gemma":[0.9996518,0.0001245814,0.00004476692,0.00002095244,0.000105887,0.00005196244],"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":[0.00004632724,0.00007130717,0.0003269795,0.00006119145,0.000003853319,0.000134053,0.00003431348,0.0000281447,0.9983665,0.000008946801,0.00001412098,0.0009043756],"study_design_scores_gemma":[0.000006355602,0.002551783,0.0154411,0.00002070072,0.0000490063,0.0007153231,0.000273764,0.0002707586,0.9791605,0.00003495494,0.001460291,0.00001548663],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949255,0.00109789,0.001579842,0.0001428757,0.00002672595,0.0001262272,0.0006417521,0.00002865931,0.001430657],"genre_scores_gemma":[0.9815634,0.001880871,0.01010116,0.0001117301,0.00003550352,0.0001419205,0.00242152,0.00001890919,0.003724935],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0006343733,"threshold_uncertainty_score":0.001861572,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0123280512884965,"score_gpt":0.2194976157619945,"score_spread":0.207169564473498,"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."}}