{"id":"W6901868361","doi":"10.60692/f06vt-wt626","title":"Estimating typhoid incidence from community-based serosurveys: a multicohort study","year":2022,"lang":"en","type":"article","venue":"Greater South Information System","topic":"Carbon Nanotubes in Composites","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Incidence (geometry); Typhoid fever; Salmonella; Salmonella enterica; Serology; Serotype; Salmonella typhi; Antibody","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":[0.005468411,0.0006869985,0.0005018641,0.001310889,0.000540313,0.0007077472,0.0008946041,0.0008284126,0.0008429436],"category_scores_gemma":[0.009165781,0.0008052764,0.0009222395,0.001004339,0.000588316,0.0009611524,0.001098471,0.0006569317,0.000364389],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005376544,"about_ca_system_score_gemma":0.0004416231,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007304309,"about_ca_topic_score_gemma":0.004942251,"domain_scores_codex":[0.9966406,0.001898214,0.0002711369,0.0007194119,0.0002910015,0.0001797369],"domain_scores_gemma":[0.994,0.001381678,0.001948952,0.001338463,0.000906433,0.0004245021],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001193838,0.00006733385,0.9980687,0.00001295514,0.0002051051,0.00003041085,0.0001614237,0.00007632355,0.0001834532,0.00001060276,0.00006070403,0.001003621],"study_design_scores_gemma":[0.00004607488,0.0006737724,0.9957322,0.00002505203,0.0001890205,0.0004363346,0.00061629,0.0016889,0.0002123833,0.00007356309,0.0002893613,0.00001695202],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987416,0.0001090834,0.0006717893,0.00001977952,0.000004121142,0.00005096593,0.0002945001,0.000006793235,0.0001014378],"genre_scores_gemma":[0.998502,0.00006422812,0.0008065101,0.00003777069,0.000006033791,0.00006939306,0.0004451364,0.000004785282,0.00006419707],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007304309,"threshold_uncertainty_score":0.02892005,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04711278293909158,"score_gpt":0.24971891337212,"score_spread":0.2026061304330285,"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."}}