{"id":"W2040820523","doi":"10.1586/14787210.4.4.515","title":"Antimicrobial development and the risk–benefit assessment: recent adverse events and their implications","year":2006,"lang":"en","type":"editorial","venue":"Expert Review of Anti-infective Therapy","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal University Hospital","funders":"","keywords":"Antimicrobial; Risk assessment; Risk analysis (engineering); Intensive care medicine; Medicine; Computer science; Biology; Microbiology; Computer security","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"],"consensus_categories":[],"category_scores_codex":[0.0008917786,0.0005254049,0.001276175,0.00008209775,0.0004825499,0.00001004953,0.0003151171,0.0005206399,0.00007458049],"category_scores_gemma":[0.0001063347,0.0002901099,0.0002394878,0.0001664373,0.0006874318,0.00006702127,0.0001341075,0.0006739763,0.00001323677],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007603401,"about_ca_system_score_gemma":0.0003068084,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002324174,"about_ca_topic_score_gemma":0.00003572614,"domain_scores_codex":[0.9977101,0.0005769191,0.0007277546,0.0005813812,0.0000760434,0.0003277671],"domain_scores_gemma":[0.9974802,0.0007503388,0.0008786484,0.0005096272,0.0003556314,0.00002559993],"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":[0.0003087461,0.0006425392,0.001889316,0.00156526,0.002492078,0.000001107496,0.001195729,3.29974e-7,0.007470845,0.000506416,0.9044937,0.07943389],"study_design_scores_gemma":[0.002858336,0.00007514703,0.008652009,0.003356784,0.00008805621,0.000009012814,0.00003927897,1.283238e-7,0.004067909,0.0001012433,0.9803967,0.0003553746],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01646605,0.8458133,0.0005271813,0.0007971541,0.1325993,0.002450499,0.0004399902,0.00006067633,0.0008457716],"genre_scores_gemma":[0.004813737,0.9798919,0.0002016153,0.0003135499,0.01382997,0.00006462977,0.00057423,0.00004527162,0.0002651052],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.1340785,"threshold_uncertainty_score":0.9999551,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007905199218006241,"score_gpt":0.2868551640807807,"score_spread":0.2789499648627744,"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."}}