{"id":"W2011555781","doi":"10.1038/nbt.2500","title":"Discovery of antibiotic adjuvants","year":2013,"lang":"en","type":"letter","venue":"Nature Biotechnology","topic":"Antibiotic Resistance in Bacteria","field":"Biochemistry, Genetics and Molecular Biology","cited_by":50,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Antibiotics; Bacteria; Microbiology; Biology; Chemistry; 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":["metaepi_narrow","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.00009428363,0.0004967261,0.0006855123,0.0002549343,0.00004031406,0.0000321404,0.00109329,0.01389315,0.00003178522],"category_scores_gemma":[0.0002771394,0.0004402872,0.0002547206,0.0002054115,0.0006756731,0.000007157808,0.0004214078,0.003062924,0.00005782847],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003184876,"about_ca_system_score_gemma":0.0001416693,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001660204,"about_ca_topic_score_gemma":0.000007965065,"domain_scores_codex":[0.9976873,0.00007242383,0.0004696572,0.0009510177,0.0002543135,0.0005653289],"domain_scores_gemma":[0.9976935,0.00002642295,0.0004924876,0.001627001,0.0001359074,0.00002464807],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001960654,0.00002243548,0.0003961826,0.000161337,0.0001306658,0.00004278886,0.00000118593,8.744711e-8,0.3509272,0.000140835,0.647549,0.000608683],"study_design_scores_gemma":[0.0002015619,0.0001984532,0.0008645107,0.0001067904,0.00004559746,0.00005189864,0.000007800423,8.787218e-7,0.4211285,0.0001138034,0.5769116,0.0003685618],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5549871,0.01580421,0.0006521048,0.4178945,0.005460202,0.001379047,0.0007404918,0.0002026114,0.002879742],"genre_scores_gemma":[0.7767299,0.002870624,0.003322566,0.1972072,0.0047287,0.00001021885,0.002401874,0.0002501062,0.01247886],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2217427,"threshold_uncertainty_score":0.9998049,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004715274987473924,"score_gpt":0.2304332344408996,"score_spread":0.2257179594534257,"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."}}