{"id":"W6961000418","doi":"10.1371/journal.pone.0207030.t002","title":"Accuracy of diagnostic codes for hepatitis A, malaria and enteric fever used in health administrative data, overall and by data source, with Ontario’s reportable disease registry (iPHIS) as the reference standard.","year":2018,"lang":"en","type":"dataset","venue":"Figshare","topic":"Wheat and Barley Genetics and Pathology","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Malaria; Disease registry; Enteric fever; Disease; Hepatitis; Public health; Hepatitis A; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002059672,0.0009944675,0.001345919,0.003444169,0.00103822,0.001397519,0.003275957,0.001129902,0.02571941],"category_scores_gemma":[0.01949665,0.0007946713,0.001825744,0.0080291,0.0006152024,0.0009062152,0.001491603,0.001427591,0.008950961],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009514636,"about_ca_system_score_gemma":0.01358478,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8409027,"about_ca_topic_score_gemma":0.9070004,"domain_scores_codex":[0.9974885,0.0002281789,0.0004058487,0.0006036212,0.0008169459,0.0004569463],"domain_scores_gemma":[0.9855699,0.002853447,0.002476431,0.001479671,0.006515943,0.001104656],"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":[0.0001509425,0.00002067413,0.0273924,0.0009422752,0.0002063644,0.00002870053,0.00006671356,0.0004545911,0.000064976,0.000461729,0.9680568,0.002153872],"study_design_scores_gemma":[0.001102944,0.0000444586,0.4477247,0.00220503,0.0005568339,0.0001710108,0.0004928162,0.001265686,0.0004532679,0.0008764298,0.5450005,0.0001064144],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0006285523,0.00007739129,0.00003112473,0.00007503533,0.00001529777,0.00001351715,0.9985462,0.00002738715,0.0005855995],"genre_scores_gemma":[0.007113634,0.0001097056,0.000238042,0.00007997367,0.00001435306,0.0001202854,0.9906504,0.00004179981,0.001631683],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.1590973,"threshold_uncertainty_score":0.3200685,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08731158669818949,"score_gpt":0.3103324642202038,"score_spread":0.2230208775220143,"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."}}