{"id":"W2208279242","doi":"10.1039/c5md90063h","title":"Antibiotic Resistance themed issue","year":2015,"lang":"en","type":"article","venue":"MedChemComm","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Antibiotic resistance; Antibiotics; Resistance (ecology); Biology; Medicine; Microbiology; Ecology","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":[0.0002855221,0.0001625705,0.0002592014,0.00004874521,0.0001134297,0.00001334718,0.000299705,0.0001956051,0.0004165617],"category_scores_gemma":[0.0001025228,0.0001283674,0.00006382824,0.0001584395,0.0002399783,0.00006263544,0.00007500832,0.0002229765,0.004096288],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003795588,"about_ca_system_score_gemma":0.00006867931,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004051835,"about_ca_topic_score_gemma":0.00007819189,"domain_scores_codex":[0.9989952,0.0001062062,0.000214794,0.0002641207,0.00005476157,0.0003649298],"domain_scores_gemma":[0.9992752,0.00006444072,0.00007940278,0.000451628,0.00007700923,0.00005228876],"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":[0.0003441446,0.0003616897,0.007497043,0.0001079603,0.0002383006,0.00006054291,0.001974601,0.000001615706,0.1614151,0.005494387,0.8189702,0.003534411],"study_design_scores_gemma":[0.001030956,0.00004347537,0.001416719,0.00007192726,0.00002676503,0.00001822971,0.0006160242,8.404241e-7,0.290818,0.0003997809,0.7053542,0.0002031243],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.547938,0.04182331,0.0006511746,0.007854316,0.004142581,0.0005232079,0.00003350067,0.0005755295,0.3964584],"genre_scores_gemma":[0.8889479,0.00007192147,0.0003818077,0.0004517227,0.00008105337,0.000001416243,0.00003216536,0.00001895665,0.1100131],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3410099,"threshold_uncertainty_score":0.9966791,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02173808905274319,"score_gpt":0.2483254546355159,"score_spread":0.2265873655827727,"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."}}