{"id":"W1990675342","doi":"10.1038/nprot.2007.203","title":"Use of luminescent bacteria for rapid screening and characterization of short cationic antimicrobial peptides synthesized on cellulose using peptide array technology","year":2007,"lang":"en","type":"article","venue":"Nature Protocols","topic":"Antimicrobial Peptides and Activities","field":"Immunology and Microbiology","cited_by":73,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"Canadian Institutes of Health Research","keywords":"Peptide; Antimicrobial; Combinatorial chemistry; Antimicrobial peptides; Bacteria; Cellulose; High-throughput screening; Luminescence; Biology; Chemistry; Biochemistry; Microbiology; Materials science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0005783791,0.0007918473,0.0005016957,0.0004432582,0.0002725018,0.0005860215,0.0004817565,0.0005411028,0.0007566383],"category_scores_gemma":[0.0007020563,0.0003107106,0.0003390433,0.0004103629,0.000277695,0.0004669751,0.000415101,0.001070997,0.0004104901],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003848385,"about_ca_system_score_gemma":0.0003497117,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000512162,"about_ca_topic_score_gemma":0.0008225416,"domain_scores_codex":[0.9995607,0.00008516483,0.00003458839,0.00007834305,0.0001580636,0.00008312371],"domain_scores_gemma":[0.9994012,0.0002671512,0.00009714011,0.00005892323,0.00008242484,0.00009322791],"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":[0.00002905748,0.00001581511,0.00005075395,0.00001882054,0.000001878782,0.00001388956,0.000007589738,0.00003212599,0.9985535,0.00004933114,0.00001255518,0.001214625],"study_design_scores_gemma":[0.00000459587,0.00005043062,0.0002843639,0.000003445709,0.000004320445,0.000053648,0.000006953735,0.0005886711,0.9986845,0.00002202799,0.0002940034,0.000003163824],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.8436533,0.002493088,0.1497249,0.0002938097,0.00009453045,0.0001914509,0.0004808249,0.0004483513,0.002619828],"genre_scores_gemma":[0.8219115,0.002377228,0.1699294,0.0002588738,0.00002890702,0.0003809558,0.001191904,0.0001320191,0.003789165],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.0007918473,"threshold_uncertainty_score":0.003058791,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02942664617116186,"score_gpt":0.2882189491454035,"score_spread":0.2587923029742417,"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."}}