{"id":"W2543570338","doi":"10.1101/cshperspect.a025171","title":"The Whys and Wherefores of Antibiotic Resistance","year":2016,"lang":"en","type":"review","venue":"Cold Spring Harbor Perspectives in Medicine","topic":"Antibiotic Resistance in Bacteria","field":"Biochemistry, Genetics and Molecular Biology","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Economic shortage; Antibiotic resistance; Antibiotics; Intensive care medicine; Medicine; Business; Biology; Microbiology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00124721,0.0006487373,0.001127373,0.001407871,0.0004250059,0.002233445,0.0009876878,0.001877742,0.002516639],"category_scores_gemma":[0.001892256,0.0002908541,0.000452508,0.001311479,0.002199329,0.004243664,0.001042478,0.003876597,0.001811494],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00122638,"about_ca_system_score_gemma":0.001550183,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001181469,"about_ca_topic_score_gemma":0.001877292,"domain_scores_codex":[0.9994546,0.0001519639,0.00006473408,0.00008904382,0.0001734141,0.00006640312],"domain_scores_gemma":[0.9991921,0.0003842451,0.00009950135,0.0000464004,0.0001890236,0.00008881032],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008178789,0.00004272677,0.0003668994,0.008309555,0.00007030609,0.0003332541,0.0002726471,0.0003302885,0.002083708,0.03509857,0.07630191,0.8767084],"study_design_scores_gemma":[0.000006294395,0.00002926866,0.0004209844,0.002835889,0.00002013137,0.0008864698,0.0001753029,0.00006154074,0.000257526,0.01031951,0.9849709,0.00001622783],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00008837986,0.9954906,0.000117803,0.002866921,0.0004385274,0.000001288166,0.000009835167,0.000006282261,0.0009804078],"genre_scores_gemma":[0.001031397,0.9966151,0.00011544,0.001152749,0.0005258395,0.000002643401,0.00001145059,0.000002544773,0.0005428455],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002516639,"threshold_uncertainty_score":0.008898079,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01824169448182615,"score_gpt":0.3092138027162408,"score_spread":0.2909721082344146,"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."}}