{"id":"W2008558415","doi":"10.1056/nejmp1311479","title":"Preserving Antibiotics, Rationally","year":2013,"lang":"en","type":"article","venue":"New England Journal of Medicine","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":158,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Centre for Global Health Research; University of Calgary","funders":"","keywords":"Antibiotics; Medicine; Public health; Intensive care medicine; Microbiology; Biology; Nursing","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":[0.0003403104,0.0000841503,0.0002466093,0.00008339281,0.00006343158,0.000006572204,0.0001771989,0.00007834468,0.003120632],"category_scores_gemma":[0.0002785277,0.00004907845,0.0000401894,0.00006339987,0.000131891,0.0001083916,0.00001974188,0.0002432229,0.0001385143],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009892312,"about_ca_system_score_gemma":0.00008294602,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001225809,"about_ca_topic_score_gemma":0.00001876871,"domain_scores_codex":[0.9992741,0.0000791855,0.0003625126,0.00007106819,0.0000663274,0.0001467559],"domain_scores_gemma":[0.9992585,0.0001677731,0.0002265171,0.0001027949,0.0001961622,0.00004821438],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002047551,0.00007793304,0.01770247,0.00004015932,0.0003100358,0.00004529351,0.001093956,0.00001470177,0.7029617,0.001095612,0.2447439,0.03170954],"study_design_scores_gemma":[0.07728535,0.002480575,0.1729205,0.001651962,0.0002997176,0.00285662,0.001216697,0.0000169565,0.1185497,0.008151007,0.6141694,0.0004013883],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9436809,0.01573796,0.004650865,0.02498194,0.002972279,0.0001602174,0.00000148604,0.00001830544,0.007796047],"genre_scores_gemma":[0.9885967,0.0004264023,0.0005664078,0.0004427317,0.0012096,2.476913e-8,0.000004904797,0.000006741274,0.008746478],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5844119,"threshold_uncertainty_score":0.9977906,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01072454878617888,"score_gpt":0.23150635282461,"score_spread":0.2207818040384311,"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."}}