{"id":"W2164357708","doi":"10.1186/1756-3305-7-271","title":"Mini-FLOTAC, Kato-Katz and McMaster: three methods, one goal; highlights from north Argentina","year":2014,"lang":"en","type":"article","venue":"Parasites & Vectors","topic":"Parasites and Host Interactions","field":"Immunology and Microbiology","cited_by":87,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"McMaster University","keywords":"Ascaris lumbricoides; Hymenolepis nana; Enterobius; Trichuris trichiura; Veterinary medicine; Helminths; Eggs per gram; Biology; Trichuris; Parasitology; Feces; Medicine; Immunology; Microbiology; Zoology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.0002012207,0.0003496031,0.0005439327,0.0001501336,0.0003553141,0.00006127538,0.000269836,0.0002438837,0.002587019],"category_scores_gemma":[0.0001296175,0.0003119799,0.0001540546,0.0001788976,0.0001814706,0.0001777694,0.0001061395,0.0003555007,0.002533451],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003070202,"about_ca_system_score_gemma":0.00001934664,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001230896,"about_ca_topic_score_gemma":0.001594312,"domain_scores_codex":[0.9980397,0.0003345287,0.0004226207,0.0006104824,0.00005579218,0.0005368295],"domain_scores_gemma":[0.9983359,0.0008647736,0.0002088023,0.0004303147,0.00007081783,0.00008939885],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001441166,0.0002707209,0.7094811,0.00001588261,0.0006717386,0.000003401258,0.0005378943,0.000004159833,0.2679448,0.001465054,0.004782266,0.01467882],"study_design_scores_gemma":[0.0006743611,0.0001613017,0.7205548,0.00003404805,0.0002002848,0.00002294252,0.00003207894,0.00003798564,0.04267472,0.0004296877,0.234819,0.0003588943],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9869395,0.005412239,0.002987067,0.0003179637,0.001204373,0.000241701,0.00009300464,0.0001561363,0.002647991],"genre_scores_gemma":[0.9909741,0.0001280153,0.004308017,0.0002460697,0.0002020891,0.00004145764,0.0003786611,0.00004166908,0.003679914],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2300367,"threshold_uncertainty_score":0.9999332,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01865691107126364,"score_gpt":0.2879512891829521,"score_spread":0.2692943781116884,"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."}}