{"id":"W1834178338","doi":"","title":"Flu Shots, Work Absences and Hospitalizations: Is an Ounce of Prevention Worth a Pound of Cure?","year":2008,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Fluid ounce (US); Vaccination; Medicine; Pound (networking); Demography; Immunization program; Shot (pellet); Environmental health; Immunization; Pediatrics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002570507,0.000470969,0.0009582092,0.0005996939,0.0006374044,0.001450871,0.0009627811,0.001136492,0.004161341],"category_scores_gemma":[0.00941114,0.0001682173,0.001345596,0.001053379,0.001220628,0.001273887,0.0009244789,0.001266686,0.0002669817],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00675956,"about_ca_system_score_gemma":0.004754227,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2957474,"about_ca_topic_score_gemma":0.4777137,"domain_scores_codex":[0.9981554,0.0005570519,0.0000661924,0.0002121802,0.0006373105,0.0003718321],"domain_scores_gemma":[0.995016,0.002624477,0.001329858,0.0001407949,0.0003329263,0.0005557935],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002236558,0.0008998283,0.8124418,0.00121571,0.001965959,0.0003256924,0.001089215,0.006763245,0.0007247079,0.011485,0.01143808,0.1494143],"study_design_scores_gemma":[0.0003067065,0.00227702,0.9580494,0.000607481,0.001752722,0.0000903386,0.003045994,0.006079586,0.0006489992,0.005418562,0.02164331,0.00007992824],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9186327,0.02609532,0.002518967,0.02653241,0.0005892669,0.0002977971,0.003756124,0.00003680234,0.02154048],"genre_scores_gemma":[0.9881346,0.003385403,0.001227232,0.002043457,0.0001904481,0.0001035075,0.0008946249,0.000008694683,0.004011924],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2957474,"threshold_uncertainty_score":0.588052,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05213951403084113,"score_gpt":0.3488741635323541,"score_spread":0.296734649501513,"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."}}