{"id":"W7000831023","doi":"","title":"A High-Throughput and Genomics-Based Approach to Combat Antimicrobial Resistance","year":2023,"lang":"en","type":"dissertation","venue":"Spectrum Research Repository (Concordia University)","topic":"Antimicrobial Peptides and Activities","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Concordia University","keywords":"Antimicrobial; Antibiotic resistance; Adjuvant; Drug resistance; Acquired resistance","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001152625,0.0006714378,0.0006739746,0.000671408,0.00051621,0.001881657,0.0007054547,0.0008995458,0.00626943],"category_scores_gemma":[0.0006572623,0.0003735473,0.0009874419,0.0005476059,0.0004738114,0.0008286293,0.0008692776,0.002171807,0.003037038],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008877038,"about_ca_system_score_gemma":0.001179972,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006245771,"about_ca_topic_score_gemma":0.001445871,"domain_scores_codex":[0.9993401,0.0001344941,0.0000251418,0.0001006895,0.0003063616,0.00009313291],"domain_scores_gemma":[0.9997433,0.00007014516,0.00003036381,0.0000389914,0.00006649741,0.00005073791],"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":[0.000191015,0.0005744672,0.0006145544,0.0006850974,0.00007697349,0.0001216775,0.0001330918,0.002353785,0.8827783,0.005993987,0.01589339,0.09058368],"study_design_scores_gemma":[0.0001873473,0.002948572,0.006120608,0.0002383501,0.0002315835,0.0006630192,0.000355556,0.007650437,0.6524455,0.007052202,0.3220005,0.0001062839],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4061796,0.07252111,0.3202092,0.02930676,0.004397225,0.003932609,0.01338568,0.008260588,0.1418073],"genre_scores_gemma":[0.5670535,0.07146565,0.2234945,0.01025362,0.0008218831,0.002474563,0.01298482,0.0007102346,0.1107413],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00626943,"threshold_uncertainty_score":0.02097332,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02149354990857577,"score_gpt":0.2503085960603977,"score_spread":0.2288150461518219,"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."}}