{"id":"W7111235540","doi":"10.1371/journal.pntd.0013393.s004","title":"Database search strings.","year":2025,"lang":"","type":"article","venue":"Figshare","topic":"Data-Driven Disease Surveillance","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Diarrhea; MEDLINE; Systematic review; Developing country; Developed country; Burden of disease; Epidemiology","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001969088,0.0004097382,0.0005835679,0.0003161387,0.0002027523,0.0001481388,0.0007684617,0.0001956189,0.7220021],"category_scores_gemma":[0.005922088,0.000436341,0.0002161318,0.001191068,0.00003510757,0.0003044336,0.001367336,0.0007625246,0.04258044],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000245845,"about_ca_system_score_gemma":0.001687906,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002880492,"about_ca_topic_score_gemma":0.00001847531,"domain_scores_codex":[0.9967526,0.0001713259,0.0005419162,0.0009560289,0.000692498,0.0008856915],"domain_scores_gemma":[0.9964933,0.000374004,0.0001115889,0.001970884,0.000501245,0.0005490198],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001666323,0.0002551843,0.00194401,0.004471296,0.0002247454,0.0005109841,0.00004674789,0.00000837653,0.0001027278,0.00008592286,0.9714317,0.02075173],"study_design_scores_gemma":[0.001993096,0.00007854322,0.03269541,0.02693256,0.0001183134,0.000007246809,0.0001237599,0.001763942,0.001814811,0.000008028158,0.9340774,0.0003868758],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0006446269,0.009622105,0.000004665708,0.0004924206,0.0003360849,0.001002421,0.9299862,0.0002224536,0.05768907],"genre_scores_gemma":[0.170743,0.0001223241,0.00009707828,0.001664466,0.0005167928,0.0001756622,0.8103094,0.00005574414,0.01631563],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.6794217,"threshold_uncertainty_score":0.9998088,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04580174184342285,"score_gpt":0.3433548656838318,"score_spread":0.297553123840409,"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."}}