{"id":"W3182080136","doi":"10.1002/cjce.24254","title":"Biosurfactant production by native marine bacteria ( <scp> <i>Acinetobacter calcoaceticus</i> </scp>   <scp>P1‐1A</scp> ) using waste carbon sources: Impact of process conditions","year":2021,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Microbial bioremediation and biosurfactants","field":"Environmental Science","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Acinetobacter calcoaceticus; Pulp and paper industry; Response surface methodology; Environmental science; Carbon fibers; Waste management; Chemistry; Food science; Bacteria; Materials science; Biology; Chromatography; Acinetobacter; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0004246271,0.0007375692,0.0004836923,0.0002725504,0.0001492654,0.0004943734,0.0002527729,0.0002857344,0.0003581156],"category_scores_gemma":[0.0004794839,0.0001604953,0.0004632001,0.0004776107,0.0001737644,0.0002800718,0.0003903522,0.0003641097,0.0001348483],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002735688,"about_ca_system_score_gemma":0.0002828969,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003556069,"about_ca_topic_score_gemma":0.0026992,"domain_scores_codex":[0.9994543,0.0001147393,0.00007555249,0.00009646828,0.0001717917,0.00008717011],"domain_scores_gemma":[0.9997603,0.00006250387,0.00005289858,0.00002293539,0.00007038143,0.00003082485],"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":[0.0001204277,0.00005577289,0.0003886251,0.00005058536,0.000007857528,0.0000293012,0.00001666233,0.0002730202,0.9976846,0.00001304732,0.00001293252,0.001347148],"study_design_scores_gemma":[0.000006254546,0.0004055256,0.001998194,0.000005848634,0.00001221655,0.00003798311,0.00003811331,0.00104674,0.9962655,0.000006418777,0.0001717712,0.000005467469],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985484,0.0002125186,0.0007298825,0.00002256051,0.000005981487,0.00002227875,0.0001255192,0.00001948561,0.0003132774],"genre_scores_gemma":[0.9958253,0.0003934743,0.00284079,0.0000134384,0.000003184674,0.00003254036,0.00039387,0.00001427921,0.0004831416],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003556069,"threshold_uncertainty_score":0.00707072,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007189422137766558,"score_gpt":0.2043429590983977,"score_spread":0.1971535369606311,"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."}}