{"id":"W7161977201","doi":"10.82308/532","title":"The epidemiology of the acquisition of bacteria in hospitals: a study using data from hospital information systems","year":2011,"lang":"en","type":"dissertation","venue":"","topic":"Infection Control in Healthcare","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ile de france; Population; Epidemiological surveillance; Epidemiology; Information center","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":[0.001659862,0.0001895885,0.0007392608,0.0001481912,0.00008183053,0.00000826841,0.0003804465,0.0003359408,0.00004435444],"category_scores_gemma":[0.001567194,0.0001075891,0.00008556444,0.0002000796,0.00005321791,0.0003182277,0.00008715846,0.0003386793,0.000005735697],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000118546,"about_ca_system_score_gemma":0.0003066905,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03463134,"about_ca_topic_score_gemma":0.002922134,"domain_scores_codex":[0.9971054,0.0006260626,0.001612885,0.0002227461,0.0002441156,0.000188782],"domain_scores_gemma":[0.9957875,0.000627132,0.001660097,0.001259346,0.0006315861,0.00003433784],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008097638,0.0003082989,0.9868047,0.0009628459,0.0003893667,0.000001142187,0.007357849,0.00002321911,0.0002576424,0.0009191421,0.0001994591,0.00196652],"study_design_scores_gemma":[0.0009030811,0.000419525,0.9762572,0.0007610682,0.0002147224,0.000002166699,0.01894518,0.002187823,0.00007409263,0.00008517634,0.00005192072,0.00009805236],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9917862,0.0006494428,0.00005573409,0.0000803816,0.003517879,0.003010985,0.0002011942,0.00001616677,0.000681946],"genre_scores_gemma":[0.9975366,0.00006008534,0.00007579941,0.00004090834,0.0001430004,0.00006762443,0.001975905,0.0000161535,0.0000839199],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03170921,"threshold_uncertainty_score":0.9717971,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06575625392652762,"score_gpt":0.3728626063332294,"score_spread":0.3071063524067018,"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."}}