{"id":"W4311680946","doi":"10.22215/etd/2022-15248","title":"Development of peptides for use as antimicrobial agents","year":2022,"lang":"en","type":"dissertation","venue":"","topic":"Antimicrobial Peptides and Activities","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Antimicrobial; Antimicrobial peptides; Peptide; Computational biology; Biology; Antibiotic resistance; Microbiology; Biochemistry; Antibiotics","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":[0.0002451808,0.0003290949,0.0002067704,0.0002163975,0.0001746167,0.0006936676,0.0001796122,0.0002461045,0.003388137],"category_scores_gemma":[0.0002044761,0.00015914,0.0002090231,0.00018759,0.00014981,0.0004005859,0.0003385047,0.0006679717,0.001921],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001452778,"about_ca_system_score_gemma":0.0003009528,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006627462,"about_ca_topic_score_gemma":0.000114441,"domain_scores_codex":[0.9999154,0.00001096112,0.000003812687,0.00001928781,0.00003631919,0.0000141829],"domain_scores_gemma":[0.9999514,0.000009814594,0.000009258462,0.00000448056,0.00001171429,0.00001334398],"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":[0.00008728808,0.000122672,0.0002154068,0.0004983821,0.00001312745,0.0001197461,0.0001267001,0.0009192132,0.8636764,0.004728603,0.002004226,0.1274882],"study_design_scores_gemma":[0.00005948966,0.00129722,0.001153156,0.0001946018,0.00002918706,0.0003648234,0.0001037865,0.0008278192,0.7889982,0.001954471,0.2049974,0.00001994584],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6212686,0.119182,0.08819631,0.002669743,0.001421146,0.0009406356,0.001513329,0.0009466579,0.1638616],"genre_scores_gemma":[0.5996407,0.1213641,0.1460509,0.001634852,0.0003713152,0.001182934,0.001306671,0.0002273999,0.1282212],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003388137,"threshold_uncertainty_score":0.01133442,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0279864829867617,"score_gpt":0.2831136973837847,"score_spread":0.255127214397023,"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."}}