{"id":"W3101123428","doi":"10.1093/wentk/9780190663414.003.0008","title":"Preserving Antibiotics and Developing new Antibacterial Treatments","year":2019,"lang":"en","type":"book-chapter","venue":"Antibiotics","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Antibiotics; Intensive care medicine; Medicine; Quarter (Canadian coin); Microbiology; Biology; Geography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001203249,0.0007622827,0.001031389,0.0002056586,0.0002598549,0.00008982811,0.0004181708,0.001508916,0.0005971285],"category_scores_gemma":[0.00003612314,0.0006867396,0.0001993829,0.00004973724,0.000330771,0.0001295807,0.0004346432,0.0006063354,0.001751591],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008283389,"about_ca_system_score_gemma":0.0004529835,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006673262,"about_ca_topic_score_gemma":0.00005183485,"domain_scores_codex":[0.9977021,0.0000405947,0.000635074,0.000865774,0.0001041937,0.0006522131],"domain_scores_gemma":[0.998499,0.0001361807,0.0004477668,0.0007413021,0.00009973791,0.00007599474],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001158106,0.0004542196,0.02911789,0.004383473,0.01341404,0.0006754904,0.001499223,0.000007667293,0.2502486,0.5121675,0.1468747,0.03999916],"study_design_scores_gemma":[0.004793349,0.0007155372,0.009016602,0.004811224,0.001745104,0.0003545374,0.00009469112,0.000009976686,0.115022,0.003549919,0.8568977,0.002989301],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1095195,0.03786772,0.002102237,0.001421307,0.01656727,0.003232193,0.0008051919,0.0007417905,0.8277429],"genre_scores_gemma":[0.08357427,0.008244472,0.00145826,0.000253417,0.0003262169,6.524596e-9,0.0005074267,0.0001660398,0.9054699],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.710023,"threshold_uncertainty_score":0.9997873,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01929950506605025,"score_gpt":0.2298424033785752,"score_spread":0.2105428983125249,"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."}}