{"id":"W2011052709","doi":"10.1136/bmj.c6700","title":"A quarter of patients in some European hospitals acquire infections","year":2010,"lang":"en","type":"article","venue":"BMJ","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Medicine; Data science; World Wide Web; Computer science; History","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000106933,0.00005171856,0.00009570847,0.00004797876,0.00003218947,0.000002184692,0.00007193389,0.00007363945,0.0002171525],"category_scores_gemma":[0.00004075344,0.00004171187,0.00003481394,0.00005139134,0.00009453172,0.00004828873,0.00002458677,0.0001256219,0.00035343],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000002850687,"about_ca_system_score_gemma":0.00001139483,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003826572,"about_ca_topic_score_gemma":0.0001132798,"domain_scores_codex":[0.9995592,0.00005943097,0.0001693502,0.00008983759,0.00001186609,0.0001102865],"domain_scores_gemma":[0.9997345,0.00002087226,0.00006463593,0.000149025,0.00002436831,0.00000658631],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002851767,0.0004508581,0.8671117,0.00002154235,0.00004316082,0.000004148721,0.0006042551,3.376187e-7,0.1091879,0.00167235,0.01952142,0.001353849],"study_design_scores_gemma":[0.0006014835,0.0001036417,0.98313,0.00002523009,0.000005967294,0.000001814753,0.00005845926,2.352704e-7,0.007184111,0.00009440403,0.00872577,0.00006890697],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9919826,0.00007736606,0.000005679556,0.0001889733,0.0006863596,0.0001176254,0.00001063452,0.00001444942,0.006916259],"genre_scores_gemma":[0.9988653,0.000009012198,0.00001743819,0.00006183743,0.00002946356,0.000001355828,0.00001611514,0.000005575099,0.0009938674],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1160183,"threshold_uncertainty_score":0.4542746,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004390496444382804,"score_gpt":0.2302159853853661,"score_spread":0.2258254889409833,"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."}}