{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007155518,0.0001831431,0.0002944643,0.0002545474,0.0002520986,0.00004299015,0.0001299144,0.00009186391,0.0003205427],"category_scores_gemma":[0.00202882,0.0001540152,0.0000834425,0.0002739322,0.0002557253,0.00009928197,0.0002917195,0.0003011088,0.00007466138],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001200753,"about_ca_system_score_gemma":0.0001238172,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001167559,"about_ca_topic_score_gemma":0.00006641827,"domain_scores_codex":[0.9974808,0.0000415201,0.000311581,0.0002945507,0.001365634,0.0005059059],"domain_scores_gemma":[0.998713,0.0002519604,0.00005268219,0.0002173456,0.000136564,0.0006285097],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001651684,0.0002379579,0.9822236,0.0001056917,0.0002001493,0.0001689537,0.0002045128,0.000001877879,0.00009154047,0.00007839981,0.001305353,0.01521678],"study_design_scores_gemma":[0.002527331,0.0001896589,0.9720069,0.0001394258,0.0001135449,0.00009208523,0.0001332164,0.00002397345,0.00005015678,0.0001342679,0.02442711,0.000162299],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9908214,0.004567504,0.0001232964,0.0001543657,0.0001584805,0.0003061378,0.000005918676,0.0003563789,0.003506493],"genre_scores_gemma":[0.99505,0.0007710932,0.00001870949,0.003564714,0.0003414021,0.00002537892,0.000004406935,0.00002726312,0.0001970442],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02312176,"threshold_uncertainty_score":0.6280559,"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."}}