{"id":"W4399127825","doi":"10.12688/f1000research.142541.3","title":"COVID-19 in the Arab countries: Three-year study","year":2024,"lang":"en","type":"preprint","venue":"F1000Research","topic":"COVID-19 epidemiological studies","field":"Mathematics","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Coronavirus disease 2019 (COVID-19); Medicine; Population; Incidence (geometry); China; Demography; Veterinary medicine; Geography; Internal medicine; Environmental health; Disease","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":[0.001280138,0.0004623523,0.0003980565,0.002092524,0.001145372,0.001148389,0.0003428169,0.0006251869,0.001786844],"category_scores_gemma":[0.00143949,0.000376653,0.0009888224,0.002782769,0.0004796848,0.001142661,0.001012619,0.0009825114,0.0005847232],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008282504,"about_ca_system_score_gemma":0.00104404,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01884967,"about_ca_topic_score_gemma":0.01445877,"domain_scores_codex":[0.9994181,0.000125061,0.00008992896,0.00007296795,0.0001149396,0.000178877],"domain_scores_gemma":[0.9985453,0.000109421,0.000629534,0.00006198115,0.0002911892,0.0003625678],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001008233,0.0001120209,0.9951421,0.00005126217,0.00003793366,0.0002576961,0.0008847524,0.00002708151,0.00007255266,0.00004184726,0.0005938227,0.00267813],"study_design_scores_gemma":[0.000007389157,0.0001523823,0.9954401,0.00003598594,0.00002568657,0.0004374513,0.002668264,0.00005752818,0.00003326303,0.00002096935,0.001111775,0.000009084442],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963708,0.0009351885,0.00006971281,0.0002130374,0.00002076459,0.00003149129,0.001495682,0.000004536959,0.0008588342],"genre_scores_gemma":[0.9960794,0.001307207,0.00009946496,0.0001852904,0.0000350009,0.00004241649,0.001796684,0.000002825832,0.0004516497],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01884967,"threshold_uncertainty_score":0.03747988,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5563107054648723,"score_gpt":0.5658439509062418,"score_spread":0.009533245441369576,"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."}}