{"id":"W4312623826","doi":"10.1515/chem-2022-0233","title":"Isolation and identification of promising antibiotic-producing bacteria","year":2022,"lang":"en","type":"article","venue":"Open Chemistry","topic":"Pharmaceutical and Antibiotic Environmental Impacts","field":"Environmental Science","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"King Saud University","keywords":"Antimicrobial; Microbiology; Antibiotics; Biology; Bacteria; Nutrient agar; Antibiotic resistance; Minimum inhibitory concentration; Agar diffusion test; Minimum bactericidal concentration; Agar; Antibacterial activity","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002676643,0.00006055519,0.00007815637,0.000003759221,0.000162142,0.0000408834,0.0001950918,0.00001527156,0.003134455],"category_scores_gemma":[0.00001911727,0.00006256677,0.00001261422,0.0000776582,0.00008849287,0.0002039704,0.0008013747,0.00007521591,0.000014077],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006824297,"about_ca_system_score_gemma":0.000004206179,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005579272,"about_ca_topic_score_gemma":3.811497e-7,"domain_scores_codex":[0.9993519,0.00002017174,0.000160754,0.0002259552,0.0001361511,0.0001050624],"domain_scores_gemma":[0.9996904,0.000009830568,0.0001008338,0.0001446632,0.000001146251,0.0000531726],"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":[0.00001232012,0.00006880366,0.02172507,0.00002037774,0.000003227988,9.766267e-7,0.0001157396,0.0001036344,0.975151,0.000001735771,0.00009096497,0.00270612],"study_design_scores_gemma":[0.0001753372,0.0000116923,0.07741053,0.000007721454,0.000009092187,0.00001486636,0.0001171768,0.0008911053,0.9206287,0.00006611159,0.0005855901,0.00008205436],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922648,0.0000142862,0.00003087482,0.00017518,0.00002892061,0.0001301745,0.00001212026,0.000005839797,0.007337824],"genre_scores_gemma":[0.9981299,0.000007073183,0.0005737619,0.000048836,0.000009942572,0.00000150532,0.00001677853,0.000006451442,0.00120574],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05568545,"threshold_uncertainty_score":0.9977768,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02259069307393204,"score_gpt":0.2834210149679945,"score_spread":0.2608303218940625,"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."}}