{"id":"W1981792498","doi":"10.1002/cyto.a.20453","title":"Cytometry in malaria: Moving beyond Giemsa","year":2007,"lang":"en","type":"letter","venue":"Cytometry Part A","topic":"Malaria Research and Control","field":"Medicine","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Agency of Canada","funders":"","keywords":"Giemsa stain; Malaria; Acridine orange; Cytometry; Diagnosis of malaria; Plasmodium falciparum; Biology; Blood smear; Staining; Flow cytometry; Stain; Pathology; Medicine; Immunology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02267673,0.001553895,0.003379324,0.006068289,0.001585723,0.007473578,0.003932627,0.007717708,0.005777981],"category_scores_gemma":[0.01921524,0.0012636,0.001153705,0.003503786,0.008475561,0.01519789,0.005533816,0.02213276,0.008792543],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004231053,"about_ca_system_score_gemma":0.002901155,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002329492,"about_ca_topic_score_gemma":0.002214623,"domain_scores_codex":[0.9908626,0.002861845,0.0006490719,0.001049677,0.00416493,0.0004118668],"domain_scores_gemma":[0.9854181,0.006824824,0.0005688291,0.0008415059,0.005041376,0.001305418],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002941815,0.0001049024,0.0008971975,0.00258855,0.00008986279,0.0002739938,0.0006841485,0.0004038875,0.003522706,0.03686993,0.3828652,0.5714055],"study_design_scores_gemma":[0.0000282884,0.000150379,0.0005541597,0.001032292,0.00002345688,0.0006010314,0.0001608346,0.0003465047,0.001026181,0.02349452,0.9725074,0.00007490882],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"commentary","genre_scores_codex":[0.0007666259,0.7533814,0.01827034,0.1473069,0.07461,0.000119521,0.0001060312,0.0004407615,0.004998378],"genre_scores_gemma":[0.006687881,0.7957379,0.02483454,0.07114252,0.09380143,0.0001451418,0.0001570028,0.0004817966,0.007011788],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.02267673,"threshold_uncertainty_score":0.1199274,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0259840895892405,"score_gpt":0.3082569607883408,"score_spread":0.2822728711991003,"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."}}