{"id":"W4411394603","doi":"10.33321/cdi.2007.31.36","title":"Communicable Diseases Surveillance: CDI volume 31 issue 3 (2007)","year":2007,"lang":"en","type":"article","venue":"Communicable Diseases Intelligence","topic":"Virology and Viral Diseases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Notifiable disease; Communicable disease; Disease surveillance; Quarter (Canadian coin); Pediatrics; Environmental health; Epidemiology; Public health; Population; Geography; Internal medicine","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":[0.0006749827,0.0005847767,0.001064037,0.0002505428,0.0008288638,0.00009222268,0.001905242,0.0002909614,0.005070534],"category_scores_gemma":[0.00187054,0.0005559797,0.0004669777,0.0008866486,0.001445202,0.0003747299,0.001104285,0.0008684496,0.002250081],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002077119,"about_ca_system_score_gemma":0.000427424,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003578845,"about_ca_topic_score_gemma":0.00008422184,"domain_scores_codex":[0.9961552,0.0003840726,0.0009616439,0.0006545841,0.000578347,0.001266164],"domain_scores_gemma":[0.9927921,0.001116081,0.0002519664,0.004090855,0.0004916911,0.001257359],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003894733,0.004545736,0.8172752,0.0005576451,0.0004902739,0.0005614718,0.0002374301,0.0002682218,0.0003108762,0.002048497,0.1434357,0.02637421],"study_design_scores_gemma":[0.001358319,0.001036602,0.5966253,0.0003845105,0.0007383947,0.0001042453,0.001763771,0.00241183,0.000984477,0.002706095,0.3906577,0.001228726],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4783909,0.3439481,0.0112868,0.007208437,0.003646347,0.004507999,0.002041645,0.00337052,0.1455992],"genre_scores_gemma":[0.9782981,0.007016823,0.0007697908,0.003948311,0.0004207477,0.00007193848,0.000761798,0.0000906218,0.008621904],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4999071,"threshold_uncertainty_score":0.9996892,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02230654923153242,"score_gpt":0.3277674803350005,"score_spread":0.3054609311034681,"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."}}