{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005432715,0.0003234796,0.0009311493,0.00009630554,0.00008041622,0.00001451714,0.0004394296,0.000233158,0.000007520739],"category_scores_gemma":[0.00071347,0.0001803575,0.0001154297,0.0001553777,0.001146339,0.000004005996,0.0001580226,0.0001978525,0.00000205313],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008243918,"about_ca_system_score_gemma":0.0001329366,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001317196,"about_ca_topic_score_gemma":0.00007435842,"domain_scores_codex":[0.9982756,0.0001564082,0.0005327387,0.0005595322,0.0001817143,0.0002940177],"domain_scores_gemma":[0.998558,0.0001662342,0.0003854312,0.0007359725,0.00009352547,0.00006082952],"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":[0.001427015,0.0007235272,0.01063873,0.1028589,0.004504918,0.0002977135,0.002158786,7.453656e-7,0.1119617,0.4243233,0.009260652,0.331844],"study_design_scores_gemma":[0.000388392,0.0001201763,0.002418309,0.02605188,0.0001083008,0.0000017884,0.0002249301,2.064716e-7,0.0002688178,0.00003221618,0.970121,0.0002639808],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001526865,0.9967714,0.00004583084,0.0001333638,0.0002149043,0.0004328563,0.00001233286,0.000007757065,0.0008547079],"genre_scores_gemma":[0.01317045,0.9853604,0.0001718311,0.000007397992,0.0004023286,0.000008942496,0.00000121063,0.00005037368,0.0008270141],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9608604,"threshold_uncertainty_score":0.7354767,"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."}}