{"id":"W2060474796","doi":"10.4021/jnr.v2i3.113","title":"Fourteen Year Surveillance of Nosocomial Infections in Neurology Unit","year":2012,"lang":"en","type":"article","venue":"Journal of Neurology Research","topic":"Nosocomial Infections in ICU","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Incidence (geometry); Intensive care unit; Antibiotics; Emergency medicine; Infection control; Pneumonia; Intensive care medicine; Urinary system; Disease control; Coagulase; Staphylococcus aureus; Internal medicine; Pediatrics; Staphylococcus; Microbiology; Environmental health","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.003265096,0.0001034842,0.0004860691,0.001261815,0.00007114821,0.00000615338,0.0002008631,0.000263354,0.0002121423],"category_scores_gemma":[0.002135409,0.00009176943,0.000133334,0.0009166703,0.0004521986,0.0001394539,0.0001307714,0.002617044,0.00004883236],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003513858,"about_ca_system_score_gemma":0.0002553776,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008489911,"about_ca_topic_score_gemma":0.0001153065,"domain_scores_codex":[0.9969154,0.001343467,0.0006236924,0.0001351575,0.0004326105,0.0005496928],"domain_scores_gemma":[0.9970075,0.001622058,0.0002234363,0.0002863245,0.0006591418,0.0002015364],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001256275,0.0007226626,0.9759367,0.00002299163,0.00004585526,0.0001240044,0.0001200497,0.00004914455,0.01615944,0.0003519512,0.004881573,0.0003293295],"study_design_scores_gemma":[0.002641622,0.005394239,0.9559292,0.00001525355,0.00001743066,0.003890822,0.00002325231,0.00001197242,0.001641176,0.0003622469,0.03000602,0.00006675026],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.988907,0.0001443767,0.00002456728,0.006555024,0.0008995508,0.0002453073,0.000002651933,0.000009130351,0.003212371],"genre_scores_gemma":[0.998262,0.0002640516,0.00008797399,0.0003333974,0.000959194,0.000007510128,8.399587e-7,0.00002268692,0.00006229997],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02512445,"threshold_uncertainty_score":0.999684,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.132378875585441,"score_gpt":0.4487916432339325,"score_spread":0.3164127676484916,"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."}}