{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003818927,0.000297479,0.0002945185,0.0004369908,0.0004907895,0.000635603,0.000314674,0.001219936,0.01932399],"category_scores_gemma":[0.0009930837,0.0001484102,0.0004705888,0.0008951818,0.0002666199,0.0005763425,0.0005436214,0.0006326986,0.004615606],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003532485,"about_ca_system_score_gemma":0.000529427,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00365088,"about_ca_topic_score_gemma":0.003791488,"domain_scores_codex":[0.9995036,0.00008492024,0.00003530572,0.00004402945,0.0001429872,0.0001892314],"domain_scores_gemma":[0.9992223,0.00006900628,0.0002501119,0.00004117748,0.0001255942,0.0002917846],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000283038,0.0004468813,0.5440885,0.0005861581,0.0000901496,0.004817406,0.00145462,0.0001077962,0.005500717,0.001378487,0.1892344,0.2520118],"study_design_scores_gemma":[0.0000667645,0.0004709628,0.6144526,0.0005857072,0.00005721791,0.0116963,0.005671003,0.000192221,0.001334655,0.0009159246,0.3645103,0.00004632707],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7463291,0.02549935,0.002367418,0.07653756,0.003618375,0.0002820282,0.004190872,0.0009801701,0.1401951],"genre_scores_gemma":[0.8364955,0.02157497,0.002012101,0.06784568,0.002249831,0.0001472418,0.002299656,0.00007170607,0.06730336],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01932399,"threshold_uncertainty_score":0.06464523,"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."}}