{"id":"W1984993758","doi":"10.3201/eid1311.070279","title":"Medical Students and Pandemic Influenza","year":2007,"lang":"en","type":"article","venue":"Emerging infectious diseases","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":60,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Fondation pour la Recherche Médicale; University of Alberta","keywords":"Pandemic; Public health; Influenza pandemic; Medicine; Family medicine; Pandemic influenza; Coronavirus disease 2019 (COVID-19); Virology; Infectious disease (medical specialty); Nursing; Pathology; Disease","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001249084,0.0001404721,0.0002377488,0.001332217,0.001139429,0.001310566,0.0004119793,0.001027173,0.007722187],"category_scores_gemma":[0.00979501,0.0001961365,0.0002997698,0.001244063,0.0006637116,0.0006944504,0.0008849541,0.001512704,0.0004995917],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001138442,"about_ca_system_score_gemma":0.002261818,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06432065,"about_ca_topic_score_gemma":0.08007805,"domain_scores_codex":[0.9988899,0.0003498638,0.00005353722,0.00005456629,0.0003153154,0.0003367907],"domain_scores_gemma":[0.9908895,0.001715013,0.002487569,0.0001761613,0.0008983338,0.003833459],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006762682,0.0001972383,0.9911875,0.00002781992,0.00002072672,0.00006448007,0.000666981,0.00002557418,0.00003850215,0.000131204,0.0009655741,0.006606639],"study_design_scores_gemma":[0.000005329277,0.00006936382,0.9967809,0.00004750042,0.0000134518,0.0001018708,0.001550903,0.00004596085,0.00001933957,0.00006138323,0.001299284,0.000004713676],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9804415,0.003391428,0.0000459676,0.005706148,0.0001007962,0.00001295775,0.0002194371,0.000005632055,0.01007624],"genre_scores_gemma":[0.9975284,0.0008963189,0.00003784641,0.0004765413,0.00006588927,0.000003914374,0.00008155342,0.00000135292,0.0009083057],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06432065,"threshold_uncertainty_score":0.1278926,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04421475350103204,"score_gpt":0.4275499923945643,"score_spread":0.3833352388935323,"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."}}