{"id":"W7115815508","doi":"","title":"ANTIBIOTIC DISCOVERY AND INFECTION TREATMENT AND PREVENTION","year":2024,"lang":"en","type":"dissertation","venue":"MacSphere (McMaster University)","topic":"Bacterial biofilms and quorum sensing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Canadian Institutes of Health Research","keywords":"Antibiotics; Teichoic acid; Antibiotic resistance; Penicillin; Staphylococcus aureus; Antimicrobial","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":[0.001114411,0.0005977066,0.001046913,0.001361773,0.0004451874,0.001978553,0.000791009,0.002046494,0.006425274],"category_scores_gemma":[0.001585128,0.0003367439,0.0005724835,0.0008188776,0.001008325,0.001512653,0.001206568,0.003066022,0.003546881],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0011211,"about_ca_system_score_gemma":0.001671515,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006688298,"about_ca_topic_score_gemma":0.001019155,"domain_scores_codex":[0.9987125,0.0003343786,0.00009211684,0.0001756349,0.0005263875,0.0001589413],"domain_scores_gemma":[0.9990705,0.0002120143,0.0001966814,0.00007935106,0.000309653,0.000131886],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002688895,0.0004863321,0.002018075,0.00419084,0.0001492865,0.000653456,0.000214274,0.0008060171,0.04370924,0.04908395,0.06392331,0.8344964],"study_design_scores_gemma":[0.0000659265,0.0008142106,0.002751134,0.001149046,0.00008928161,0.001737127,0.0001639721,0.000749268,0.02096695,0.01533075,0.9561344,0.00004788124],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.01221649,0.8838623,0.01728216,0.04229826,0.004534559,0.000216785,0.0004132266,0.0003664941,0.03880972],"genre_scores_gemma":[0.1205489,0.8046345,0.01735029,0.01378789,0.004356809,0.0002506702,0.0006682508,0.00009337215,0.03830944],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006425274,"threshold_uncertainty_score":0.02149463,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007687534049760521,"score_gpt":0.2129272609904966,"score_spread":0.2052397269407361,"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."}}