{"id":"W3143395555","doi":"","title":"The novel H1N1 Influenza A global airline transmission and early warning without travel containments","year":2010,"lang":"en","type":"article","venue":"科学通报(英文版)","topic":"COVID-19 epidemiological studies","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Transmissibility (structural dynamics); Basic reproduction number; Outbreak; Air travel; Pandemic; Geography; Panama; Transmission (telecommunications); Warning system; Coronavirus disease 2019 (COVID-19); Environmental health; Aviation; Virology; Computer science; Biology; Medicine; Computer security; Population; Engineering; Disease; Infectious disease (medical specialty)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009406238,0.0002457061,0.0001527302,0.0003072163,0.0001300534,0.000333494,0.0002563384,0.0002412516,0.0006072497],"category_scores_gemma":[0.002237056,0.00009704319,0.0003080087,0.0002046909,0.0001380053,0.0005108287,0.0002481293,0.0001935458,0.00005524768],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003776111,"about_ca_system_score_gemma":0.0004028962,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0132861,"about_ca_topic_score_gemma":0.01281797,"domain_scores_codex":[0.9996948,0.0001678245,0.00001039528,0.00005641701,0.00004088728,0.00002971664],"domain_scores_gemma":[0.9993616,0.0003370099,0.0001474364,0.00005197619,0.00007696556,0.00002502321],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004481297,0.0001704356,0.8572984,0.0001597641,0.0004018105,0.0005902115,0.0004395617,0.08131251,0.006498584,0.005525482,0.001208418,0.04594665],"study_design_scores_gemma":[0.00005168605,0.0009313411,0.5757085,0.00006568742,0.0002427593,0.0007462729,0.001082266,0.4104965,0.003436765,0.003858546,0.003339908,0.00003974769],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9873521,0.0001947658,0.01097126,0.0001593729,0.00001033268,0.00002459486,0.0002245171,0.00001788645,0.001045046],"genre_scores_gemma":[0.9963517,0.00009814969,0.003048389,0.00001686194,0.000007832547,0.00001266644,0.0001880963,0.000001499069,0.0002746993],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0132861,"threshold_uncertainty_score":0.02641755,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1392350620312079,"score_gpt":0.4193886356820907,"score_spread":0.2801535736508827,"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."}}