{"id":"W2079906038","doi":"10.1017/s0031182014000432","title":"Evaluation of portable microscopic devices for the diagnosis of <i>Schistosoma</i> and soil-transmitted helminth infection","year":2014,"lang":"en","type":"article","venue":"Parasitology","topic":"Parasites and Host Interactions","field":"Immunology and Microbiology","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital","funders":"","keywords":"Trichuris trichiura; Schistosoma haematobium; Schistosoma mansoni; Biology; Helminths; Microscope; Schistosoma; Microscopy; Helminthiasis; Schistosomiasis; Immunology; Pathology; Ascaris lumbricoides; Medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005072723,0.00008998262,0.0002394355,0.00006826537,0.0001398047,0.000003461394,0.00007374109,0.0001292777,0.0001211552],"category_scores_gemma":[0.0001914118,0.000068567,0.00006429396,0.00006730656,0.0002005237,0.00004953258,0.0000131986,0.0000851889,0.00001163185],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001160022,"about_ca_system_score_gemma":0.0000372315,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008826303,"about_ca_topic_score_gemma":0.001722057,"domain_scores_codex":[0.9991768,0.0002257962,0.0002651644,0.0001544254,0.00003355078,0.0001442822],"domain_scores_gemma":[0.9985867,0.0008064531,0.0002126684,0.0001574768,0.0002279217,0.000008758231],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009742033,0.0001592683,0.7513038,0.00006252458,0.0003640072,4.364047e-8,0.0002953903,0.0001201898,0.2300038,0.00129939,0.001056096,0.01523806],"study_design_scores_gemma":[0.001358739,0.0003526384,0.6553017,0.00003377514,0.000859972,0.0000369443,0.00005961309,0.0003129163,0.3187754,0.0007209063,0.02208751,0.00009994752],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9921558,0.003980821,0.00203761,0.0002434531,0.0006378879,0.0003358005,0.00002643495,0.00001138366,0.0005708139],"genre_scores_gemma":[0.9993737,0.0001874511,0.00006544784,0.00006959741,0.00002046835,0.0001699507,0.00003501695,0.000006381677,0.00007194591],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0960021,"threshold_uncertainty_score":0.2796081,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02439299580226175,"score_gpt":0.3390798850476732,"score_spread":0.3146868892454114,"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."}}