{"id":"W4411433951","doi":"10.33321/cdi.2007.31.47","title":"Influenza surveillance within hospitals: what is the world doing?","year":2007,"lang":"en","type":"article","venue":"Communicable Diseases Intelligence","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Influenza pandemic; Pandemic; Influenza season; Medicine; Medical emergency; Coronavirus disease 2019 (COVID-19); Business; Environmental health; Virology; Influenza vaccine; Vaccination; Infectious disease (medical specialty); Disease","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":[0.001662616,0.0003337621,0.0005069429,0.0002071419,0.00070625,0.0002612353,0.001419777,0.00007390908,0.0005008924],"category_scores_gemma":[0.001252878,0.000228913,0.0002532515,0.001115609,0.001277467,0.0005050042,0.001104519,0.000803529,0.0004466695],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001989095,"about_ca_system_score_gemma":0.0001824409,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001855267,"about_ca_topic_score_gemma":0.0003409241,"domain_scores_codex":[0.9970148,0.0002144072,0.0007144679,0.0004018438,0.0008252483,0.0008292763],"domain_scores_gemma":[0.9938813,0.002275657,0.0001912435,0.002734954,0.0005451677,0.0003716554],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003318608,0.001247502,0.6737543,0.0007299657,0.001211845,0.0003072704,0.01015495,0.0006693326,0.0003656978,0.009981104,0.02306299,0.2751964],"study_design_scores_gemma":[0.001214849,0.0006722409,0.1880678,0.00224153,0.0002665747,0.00004619308,0.02455788,0.00192615,0.02187082,0.00385802,0.7539257,0.00135216],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.3183892,0.6009426,0.0028376,0.009556125,0.001317175,0.003794243,0.0001291509,0.0008521246,0.06218188],"genre_scores_gemma":[0.9648643,0.01443197,0.001449402,0.01663599,0.0001576183,0.00008676538,0.00001329891,0.00006155533,0.002299159],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7308627,"threshold_uncertainty_score":0.9334803,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0699119828666033,"score_gpt":0.4105340683570634,"score_spread":0.34062208549046,"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."}}