{"id":"W4411246376","doi":"10.1007/s10529-025-03603-6","title":"Expression of nisin in Scenedesmus acutus and evaluation of its antimicrobial activity","year":2025,"lang":"en","type":"article","venue":"Biotechnology Letters","topic":"Algal biology and biofuel production","field":"Energy","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"Consejo Nacional de Ciencia y Tecnología","keywords":"Nisin; Antimicrobial; Microbiology; Biology; Scenedesmus; Lysin; Bacteria; Chemistry; Botany; Food science; Biochemistry; Escherichia coli; Algae; Bacteriophage; Genetics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000378037,0.00008406878,0.0001755871,0.0002973394,0.00003079477,0.000001539761,0.00009488377,0.0004323077,0.00001036602],"category_scores_gemma":[0.0001290473,0.00007639677,0.00002344012,0.0002769197,0.0002812721,0.00005722138,0.00007326785,0.0001648179,0.000001525439],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003855663,"about_ca_system_score_gemma":0.00002349551,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009763565,"about_ca_topic_score_gemma":0.00005342804,"domain_scores_codex":[0.99927,0.0001362522,0.0001735987,0.0002337067,0.00006751928,0.000118967],"domain_scores_gemma":[0.9996359,0.0000243143,0.0001090363,0.0001807615,0.00004350012,0.000006450585],"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":[0.0001276816,0.00005155001,0.002071569,0.00004125238,0.00001467259,6.120846e-7,0.00001926812,0.00006387944,0.9633475,0.0005636657,0.0001436269,0.03355475],"study_design_scores_gemma":[0.0005542464,0.00003167025,0.0208461,0.00006572121,0.00002474041,0.000002612736,0.000009657299,0.0001205423,0.9778689,0.0002283837,0.0001892143,0.00005820506],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9895912,0.0002698349,0.00011232,0.009496236,0.0002009769,0.0001649256,0.000003187462,0.00003254991,0.0001287175],"genre_scores_gemma":[0.9994466,0.0001016015,0.0002597605,0.0001563797,0.00001316788,0.000006163245,0.000004719113,0.000003178823,0.000008481588],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03349654,"threshold_uncertainty_score":0.3334353,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01611877023096625,"score_gpt":0.2660050048369784,"score_spread":0.2498862346060121,"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."}}