{"id":"W1974182176","doi":"10.1002/cyto.b.20151","title":"Diagnosing PNH with FLAER and multiparameter flow cytometry","year":2007,"lang":"en","type":"article","venue":"Cytometry Part B Clinical Cytometry","topic":"Autoimmune and Inflammatory Disorders Research","field":"Medicine","cited_by":104,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre; University Health Network","funders":"","keywords":"Flow cytometry; CD59; Immunology; Paroxysmal nocturnal hemoglobinuria; Biology; Cell biology; Antibody; Complement system","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":[0.001390821,0.0008910406,0.0005821185,0.003711239,0.0002472838,0.0006778115,0.0008281537,0.00134787,0.001484991],"category_scores_gemma":[0.001370776,0.0002717211,0.0003998554,0.0004822155,0.0003793397,0.0007448249,0.001001103,0.0009984552,0.0007274737],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003448433,"about_ca_system_score_gemma":0.0001827731,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002440985,"about_ca_topic_score_gemma":0.0003418169,"domain_scores_codex":[0.9987747,0.0003221658,0.0001176321,0.0003174625,0.0003656518,0.0001023839],"domain_scores_gemma":[0.9992765,0.0002813361,0.0001177614,0.00008566015,0.0001479228,0.00009074796],"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":[0.001202569,0.0003354094,0.05975908,0.0005182786,0.0001382049,0.004017117,0.0003005634,0.002328577,0.8000352,0.0007291801,0.001888333,0.1287475],"study_design_scores_gemma":[0.0001436485,0.001642968,0.09897126,0.0004085802,0.0004008878,0.05273757,0.0003705543,0.08854508,0.7271884,0.004501409,0.02489895,0.0001906397],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6854796,0.01192047,0.2884573,0.001237893,0.0003939949,0.001328952,0.001103119,0.002860647,0.007217914],"genre_scores_gemma":[0.7546132,0.00313292,0.2385252,0.000601879,0.0002662705,0.0004589397,0.0009648201,0.0001167267,0.001320058],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003711239,"threshold_uncertainty_score":0.007355392,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0584021104013998,"score_gpt":0.3968735723095907,"score_spread":0.3384714619081909,"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."}}