{"id":"W2147765269","doi":"10.1586/erd.09.26","title":"Light-emitting diode technologies for TB diagnosis: what is on the market?","year":2009,"lang":"en","type":"review","venue":"Expert Review of Medical Devices","topic":"Biosensors and Analytical Detection","field":"Engineering","cited_by":50,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; McGill University; Montreal Heart Institute","funders":"","keywords":"Medicine; Sputum; Tuberculosis; Intensive care medicine; Tuberculin; Pathology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001251385,0.0005099056,0.002084505,0.0001038311,0.00008122049,0.00008087055,0.000969586,0.0007059741,0.0003940943],"category_scores_gemma":[0.001413801,0.0002587565,0.0009754067,0.000427897,0.00007080485,0.0001132461,0.00007956273,0.0006962437,0.00004285052],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005971799,"about_ca_system_score_gemma":0.00004003573,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000251641,"about_ca_topic_score_gemma":0.000001855499,"domain_scores_codex":[0.9972105,0.0001254325,0.001106151,0.0003947442,0.0008058863,0.0003572865],"domain_scores_gemma":[0.9975637,0.001419362,0.0002663878,0.0005916649,0.00005474564,0.0001041917],"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":[4.118025e-7,0.00001854116,5.373309e-8,0.0850912,0.0001009938,0.000002624022,0.000008229453,1.587033e-8,9.899774e-8,0.0001114026,0.07694752,0.8377189],"study_design_scores_gemma":[0.0000270707,0.00003479674,8.308823e-8,0.3545792,0.0001835658,0.000005736597,0.0000416878,0.0001076489,0.00004555685,0.00002612154,0.6447595,0.0001889906],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[1.809926e-7,0.9842337,0.00006351423,0.013276,0.0004906391,0.001018565,0.000009282716,0.0002778391,0.0006302706],"genre_scores_gemma":[0.000003645991,0.9955345,0.0001704724,0.002968087,0.0004258076,0.000802898,0.000008220504,0.00005088538,0.0000354574],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8375299,"threshold_uncertainty_score":0.9999865,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02700853723578044,"score_gpt":0.3329232289001141,"score_spread":0.3059146916643336,"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."}}