{"id":"W2775789737","doi":"10.1002/cyto.b.21610","title":"ICCS/ESCCA Consensus Guidelines to detect GPI‐deficient cells in Paroxysmal Nocturnal Hemoglobinuria (PNH) and related Disorders Part 2 – Reagent Selection and Assay Optimization for High‐Sensitivity Testing","year":2017,"lang":"en","type":"article","venue":"Cytometry Part B Clinical Cytometry","topic":"Complement system in diseases","field":"Immunology and Microbiology","cited_by":64,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre; Toronto General Hospital; University Health Network","funders":"","keywords":"Paroxysmal nocturnal hemoglobinuria; Flow cytometry; Consensus conference; Immunology; Medicine; CD59; Antibody; Internal 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":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00538134,0.0004520526,0.0009566792,0.0006062212,0.0008755624,0.0001720968,0.0002755079,0.0005412881,0.0001752776],"category_scores_gemma":[0.01927072,0.0004381602,0.0001758799,0.0007245706,0.0004314173,0.0001431351,0.0004326311,0.0005115132,0.00004008554],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001325633,"about_ca_system_score_gemma":0.00012344,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001735483,"about_ca_topic_score_gemma":0.0001975742,"domain_scores_codex":[0.9950219,0.00102857,0.001876775,0.001154401,0.0001593495,0.0007589439],"domain_scores_gemma":[0.9933637,0.004414443,0.0009059593,0.0006709768,0.0004293672,0.0002155725],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001688452,0.0006426686,0.9099873,0.0002594365,0.0004921535,0.00004084027,0.0000566607,0.005460422,0.02741096,0.00005660611,0.01428025,0.0396242],"study_design_scores_gemma":[0.01388555,0.002705422,0.9347537,0.0009250045,0.0006292997,0.0003293049,0.0002864743,0.01537486,0.01350948,0.0004723752,0.01526517,0.001863368],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9889045,0.0007111066,0.004759922,0.0008130219,0.002773054,0.001437894,0.0003314818,0.0001426849,0.0001263031],"genre_scores_gemma":[0.9928677,0.000105024,0.006106138,0.0001982356,0.0002135351,0.0001126178,0.00009559408,0.00004986686,0.0002512712],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03776083,"threshold_uncertainty_score":0.999807,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08293413424832347,"score_gpt":0.369193162003176,"score_spread":0.2862590277548526,"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."}}