{"id":"W4379538140","doi":"10.1186/s12936-023-04604-4","title":"Predicting the risk of malaria re-introduction in countries certified malaria-free: a systematic review","year":2023,"lang":"en","type":"review","venue":"Malaria Journal","topic":"Malaria Research and Control","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Health Commission of the People's Republic of China; National Natural Science Foundation of China","keywords":"Malaria; Checklist; Environmental health; Risk assessment; Population; Public health; Medicine; Psychology; Computer science; Immunology; Pathology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01670635,0.0008294173,0.006451309,0.0009056352,0.0003929528,0.0002733953,0.001430364,0.0006560562,0.00106728],"category_scores_gemma":[0.02362825,0.0004741094,0.001678407,0.001699628,0.000202219,0.0002332488,0.0003975889,0.004863848,0.0001944941],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005603172,"about_ca_system_score_gemma":0.001819562,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001266867,"about_ca_topic_score_gemma":0.00009862807,"domain_scores_codex":[0.98751,0.004157633,0.004452902,0.0007182331,0.00209336,0.001067834],"domain_scores_gemma":[0.9911227,0.001712747,0.003698151,0.002277584,0.0007876402,0.0004011282],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0002920429,0.0001170757,0.0001068037,0.980796,0.003068767,0.0004564647,0.0001160917,0.000004192392,9.650016e-7,0.002967489,0.009195454,0.002878661],"study_design_scores_gemma":[0.002176536,0.0004626274,0.0003797127,0.8883638,0.0258731,0.004334185,0.0002377662,0.0002606906,9.158852e-7,0.0004476192,0.07697347,0.0004895498],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000003850791,0.9684126,0.00008443671,0.02147178,0.001109597,0.008375556,0.0001594299,0.00008218866,0.0003005149],"genre_scores_gemma":[0.00008454682,0.9938829,0.0001038669,0.0001608065,0.002735916,0.0007909539,0.00007691506,0.0001686081,0.0019955],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.09243216,"threshold_uncertainty_score":0.9998459,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04516447266446453,"score_gpt":0.3354458526946632,"score_spread":0.2902813800301987,"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."}}