{"id":"W4414798999","doi":"10.1371/journal.pntd.0013444","title":"Portable digital microscopy with point-of-care testing for low-cost and efficient prevalence surveys for schistosomiasis control","year":2025,"lang":"en","type":"article","venue":"PLoS neglected tropical diseases","topic":"Parasites and Host Interactions","field":"Immunology and Microbiology","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto General Hospital; University Health Network; University of Toronto","funders":"National Institute of Allergy and Infectious Diseases; National Institutes of Health","keywords":"Schistosomiasis; Digital pathology; Neglected tropical diseases; MEDLINE; Disease control; Epidemiology","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":[0.000004646953,0.0001591224,0.0003153869,0.00008490945,0.0002376966,0.00004129892,0.0001048467,0.00008015332,0.0000285405],"category_scores_gemma":[0.001107114,0.0001291588,0.00009135596,0.0001465067,0.0001853719,0.00007468234,0.00002406204,0.00009153433,0.000004192774],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003658456,"about_ca_system_score_gemma":0.0001262919,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001024481,"about_ca_topic_score_gemma":0.00001103057,"domain_scores_codex":[0.999061,0.00006187123,0.0002439286,0.0003123048,0.00002624949,0.0002946829],"domain_scores_gemma":[0.9979796,0.001383994,0.00009960312,0.0001585074,0.0003365537,0.00004177231],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.003758373,0.001461425,0.4702697,0.001591323,0.0007618826,0.00000221034,0.00008615182,0.00009164736,0.515785,0.0007014711,0.0006177344,0.004873167],"study_design_scores_gemma":[0.004689099,0.0008464732,0.9681931,0.0007038242,0.000682327,0.000005253139,0.00009229036,0.0003310184,0.02352318,0.00005850381,0.0006578543,0.0002170832],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9709597,0.004146876,0.0186068,0.00009782297,0.0001333384,0.001485607,0.004344079,0.00008035138,0.0001454897],"genre_scores_gemma":[0.998565,0.000008723213,0.0004189383,0.00005742054,0.00001409301,0.0003286669,0.0002742448,0.00001360002,0.0003192764],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4979235,"threshold_uncertainty_score":0.5266945,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009311887262186121,"score_gpt":0.264239137445094,"score_spread":0.2549272501829079,"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."}}