{"id":"W2730840272","doi":"10.2196/publichealth.7076","title":"A Platform for Crowdsourced Foodborne Illness Surveillance: Description of Users and Reports","year":2017,"lang":"en","type":"article","venue":"JMIR Public Health and Surveillance","topic":"Food Safety and Hygiene","field":"Agricultural and Biological Sciences","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"U.S. National Library of Medicine; National Institute of Environmental Health Sciences","keywords":"Environmental health; Computer science; Internet privacy; Disease surveillance; Public health surveillance; Data science; Public health; Computer security; 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":[0.004724897,0.0009482644,0.0005159791,0.006014336,0.001042479,0.00140443,0.0009485947,0.0007896252,0.004016131],"category_scores_gemma":[0.01285743,0.0003044391,0.0006802444,0.005190124,0.0005009758,0.00172847,0.002968213,0.0006342309,0.00424889],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000920151,"about_ca_system_score_gemma":0.001680159,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008888285,"about_ca_topic_score_gemma":0.008607341,"domain_scores_codex":[0.9948815,0.001369796,0.0007486001,0.0009509539,0.001693027,0.0003561295],"domain_scores_gemma":[0.9842955,0.005795784,0.002965996,0.002143947,0.003577935,0.001220775],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001772668,0.0004605629,0.4372543,0.003782646,0.0002746105,0.001640909,0.01967858,0.003514304,0.01407537,0.001421133,0.151465,0.36466],"study_design_scores_gemma":[0.0002252619,0.0007966161,0.4647017,0.001204937,0.0002571448,0.001730959,0.01859728,0.02617233,0.01410782,0.003909261,0.467706,0.0005906729],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5862082,0.0021035,0.04359533,0.002851348,0.0006896376,0.008378332,0.2963769,0.01374537,0.04605139],"genre_scores_gemma":[0.7745588,0.001278972,0.06996354,0.0009983728,0.0004542992,0.01449062,0.1224591,0.001131248,0.01466492],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008888285,"threshold_uncertainty_score":0.02498788,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06162317405174374,"score_gpt":0.2843485026553391,"score_spread":0.2227253286035954,"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."}}