{"id":"W111638969","doi":"10.15173/m.v1i7.656","title":"Avian Flu H5N1: The Edge of Pandemic","year":2012,"lang":"it","type":"article","venue":"The Meducator","topic":"Infectious Encephalopathies and Encephalitis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Pandemic; Influenza A virus subtype H5N1; Bird flu; Coronavirus disease 2019 (COVID-19); Virology; 2019-20 coronavirus outbreak; Geography; Biology; Medicine; Virus; Infectious disease (medical specialty); Outbreak; Disease","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001906739,0.0002776922,0.0004332972,0.00006182396,0.0003804261,0.00002164769,0.000467914,0.0001594687,0.002670416],"category_scores_gemma":[0.0004020951,0.0001397287,0.0002332857,0.0003916772,0.0007561081,0.0001049587,0.0001229419,0.0006079942,0.001048607],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001376107,"about_ca_system_score_gemma":0.0003713694,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009791631,"about_ca_topic_score_gemma":0.00002525634,"domain_scores_codex":[0.997719,0.0003242851,0.0004794604,0.000200689,0.0004281433,0.000848376],"domain_scores_gemma":[0.9979052,0.0004764495,0.0002419598,0.000985273,0.0001126675,0.0002784702],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001977269,0.001221985,0.6854854,0.0006158904,0.0006071233,0.000008205974,0.1718159,0.000003457365,0.008243022,0.01722163,0.06980965,0.04476995],"study_design_scores_gemma":[0.001508812,0.0005853557,0.5595002,0.0008496962,0.001670686,0.000891365,0.04962708,0.00003502198,0.007143497,0.001057036,0.3764896,0.0006416712],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9454678,0.01662434,0.00002975975,0.005177982,0.007998623,0.0006138241,0.00002745825,0.00004902767,0.02401113],"genre_scores_gemma":[0.9840868,0.001527545,0.00002503294,0.00150528,0.004976264,0.00005013245,0.000007141564,0.00004388404,0.007777886],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.30668,"threshold_uncertainty_score":0.9997292,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02639252989249125,"score_gpt":0.2868798066868643,"score_spread":0.2604872767943731,"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."}}