{"id":"W4366962278","doi":"10.2196/45885","title":"Precision Public Health Approach in Outbreak Management: Protocol for a Scoping Review (Preprint)","year":2023,"lang":"en","type":"review","venue":"JMIR Research Protocols","topic":"Data-Driven Disease Surveillance","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Preprint; Protocol (science); Public health; Computer science; Medicine; World Wide Web; Nursing; Alternative medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.1508136,0.005470932,0.01488064,0.02021377,0.007113476,0.01138957,0.004892999,0.01035523,0.1526103],"category_scores_gemma":[0.2913205,0.008911661,0.01941517,0.01983653,0.005897207,0.007120525,0.01169242,0.01443726,0.03197008],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01526321,"about_ca_system_score_gemma":0.08271988,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008555721,"about_ca_topic_score_gemma":0.02074266,"domain_scores_codex":[0.8573562,0.06621635,0.05436803,0.006451955,0.01139079,0.004216596],"domain_scores_gemma":[0.7535057,0.1222688,0.04209385,0.02538943,0.05161735,0.00512491],"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":[0.008006586,0.0004585296,0.001098298,0.7447808,0.004362366,0.0004096347,0.003156847,0.001183107,0.002693153,0.00763311,0.1591938,0.06702383],"study_design_scores_gemma":[0.04494829,0.001613921,0.007381363,0.5486533,0.01068665,0.0004199205,0.003195158,0.001590343,0.003321353,0.01870982,0.3585902,0.0008896939],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0003964143,0.002437062,0.003759937,0.001281373,0.001013644,0.9712492,0.01785217,0.0004085675,0.001601636],"genre_scores_gemma":[0.0004740982,0.000640734,0.007880171,0.0004051563,0.00006662189,0.988965,0.0009885848,0.00003729096,0.0005422733],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.1526103,"threshold_uncertainty_score":0.7975881,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6943827167252263,"score_gpt":0.679195291228281,"score_spread":0.01518742549694529,"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."}}