{"id":"W4391094944","doi":"10.1371/journal.pmed.1004341","title":"Tropical cyclone-specific mortality risks and the periods of concern: A multicountry time-series study","year":2024,"lang":"en","type":"article","venue":"PLoS Medicine","topic":"Tropical and Extratropical Cyclones Research","field":"Earth and Planetary Sciences","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Health Canada","funders":"Health Research Council of New Zealand; National Health and Medical Research Council; China Scholarship Council; Medical Research Council; Bundesministerium für Bildung und Forschung; Natural Environment Research Council; Sight Research UK","keywords":"Poisson regression; Population; Demography; Climate change; Mortality rate; Medicine; Geography; Environmental science; Environmental health; Ecology; Biology; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.002635681,0.0004908387,0.0006580778,0.001656069,0.0004065609,0.0007258128,0.0007290944,0.0004196703,0.001279521],"category_scores_gemma":[0.004564855,0.0003496505,0.002760014,0.002911689,0.0002744256,0.0006801945,0.001117867,0.0007649423,0.0001568698],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000547544,"about_ca_system_score_gemma":0.0005701986,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01626414,"about_ca_topic_score_gemma":0.02075492,"domain_scores_codex":[0.9985006,0.0005006301,0.0002361554,0.0004584511,0.0001340279,0.0001702018],"domain_scores_gemma":[0.9956116,0.000991562,0.001862713,0.0008796791,0.0003782785,0.0002762168],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001209137,0.00002188851,0.9944753,0.00009978961,0.001740598,0.00009308373,0.0001322718,0.0003781433,0.0001525569,0.00005428319,0.0002784015,0.002452751],"study_design_scores_gemma":[0.000008896286,0.00006727369,0.9965048,0.00004228465,0.0008328994,0.000170164,0.0002490726,0.001588976,0.00006460313,0.00006031168,0.0003986376,0.00001206153],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9929975,0.001988577,0.001221547,0.0001180457,0.00002586064,0.00004110275,0.003302211,0.00001799347,0.0002871876],"genre_scores_gemma":[0.9968009,0.0004492658,0.0005195693,0.00003559236,0.00002932386,0.00005244651,0.001991884,0.000007414078,0.0001136575],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01626414,"threshold_uncertainty_score":0.03233892,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08530425647258037,"score_gpt":0.3183277577952499,"score_spread":0.2330235013226695,"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."}}