{"id":"W7143989282","doi":"10.71465/ajbt257","title":"The Use of Biotechnology in Developing Antibiotics for Resistant Strains","year":2021,"lang":"","type":"article","venue":"American Journal of Biotechnology","topic":"Transgenic Plants and Applications","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Antibiotics; Antibiotic resistance; Product (mathematics); Human health; Public health","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":[],"consensus_categories":[],"category_scores_codex":[0.0004066932,0.0002651607,0.0006936573,0.0002679762,0.000158959,0.00003330113,0.000717268,0.0006548933,0.000002218053],"category_scores_gemma":[0.0005826688,0.0002197248,0.0002748542,0.0009240044,0.002053941,0.000008967788,0.0001692781,0.0005165949,5.643344e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006346541,"about_ca_system_score_gemma":0.001131091,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002748657,"about_ca_topic_score_gemma":0.0005150298,"domain_scores_codex":[0.9974632,0.000125181,0.001297486,0.0004031215,0.0001479356,0.0005631053],"domain_scores_gemma":[0.9974273,0.0002107722,0.001273085,0.000691347,0.0003276239,0.00006979933],"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":[0.0002967943,0.0001592947,0.0001584237,0.00003259024,0.000325811,0.00003501282,0.00003410669,0.00006352246,0.8347032,0.01989285,0.000214631,0.1440837],"study_design_scores_gemma":[0.0006499648,0.00116768,0.00065567,0.0001025907,0.00007155062,0.0003095486,0.001025573,0.00005152177,0.6907178,0.0002134919,0.3048373,0.0001972653],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8837986,0.004299296,0.0574771,0.05353646,0.000267331,0.0002904541,0.0003107177,0.000009084389,0.0000109604],"genre_scores_gemma":[0.9247475,0.04463493,0.03023207,0.000238208,0.00006148167,0.000001877871,0.00001825372,0.00002925022,0.00003642253],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3046227,"threshold_uncertainty_score":0.8960117,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0265320061034747,"score_gpt":0.2730620095895063,"score_spread":0.2465300034860316,"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."}}