{"id":"W3172504497","doi":"10.1126/science.abj3062","title":"Giving antibiotics an assist","year":2021,"lang":"en","type":"letter","venue":"Science","topic":"Pharmaceutical and Antibiotic Environmental Impacts","field":"Environmental Science","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Antibiotics; Hydrogen sulfide; Bacteria; Endogeny; Microbiology; Chemistry; Biology; Biochemistry; Organic chemistry; Genetics; Sulfur","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":[0.00318528,0.0009230272,0.001009519,0.0005436844,0.003534774,0.003772803,0.001301357,0.06472144,0.005734758],"category_scores_gemma":[0.01939324,0.000731633,0.001155125,0.0003461941,0.004162679,0.003126581,0.002134554,0.0371354,0.0037128],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003372467,"about_ca_system_score_gemma":0.003099113,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003394329,"about_ca_topic_score_gemma":0.007738027,"domain_scores_codex":[0.9964809,0.001039979,0.000300196,0.0003780691,0.001271392,0.0005293544],"domain_scores_gemma":[0.9910993,0.005204331,0.0006950755,0.0003879562,0.001153212,0.001460146],"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":[0.0001657919,0.0001549948,0.0008526103,0.0001093137,0.00004327262,0.00248507,0.0002004229,0.0001400509,0.002287593,0.009350345,0.9600837,0.02412685],"study_design_scores_gemma":[0.0001775127,0.0001630635,0.0007145252,0.0001198569,0.00003563573,0.002081749,0.0002503823,0.0003152696,0.001166872,0.01514938,0.9797767,0.00004902207],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0006872931,0.002377917,0.0002665805,0.9732749,0.01759811,0.00001314316,0.00001590871,0.00003794759,0.005728218],"genre_scores_gemma":[0.006339864,0.0013146,0.0003216188,0.9590523,0.02091512,0.00002258689,0.000009706788,0.00001883101,0.01200532],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.06472144,"threshold_uncertainty_score":0.02446902,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03984676388973197,"score_gpt":0.3014488022228158,"score_spread":0.2616020383330838,"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."}}