{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.006000381,0.0007045966,0.001891215,0.002244482,0.000376095,0.0001827165,0.0004311546,0.0008594795,0.0006827411],"category_scores_gemma":[0.005161834,0.0005549992,0.0004877494,0.004697392,0.001171722,0.0005123661,0.0003456561,0.002193636,0.0005600716],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001644419,"about_ca_system_score_gemma":0.0002854752,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001223485,"about_ca_topic_score_gemma":0.000007546607,"domain_scores_codex":[0.9929464,0.0002649262,0.002203396,0.001396636,0.001555956,0.001632623],"domain_scores_gemma":[0.9927227,0.0036133,0.0004398929,0.001388844,0.0004842499,0.001350984],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001995547,0.001155773,0.8233545,0.0002377655,0.0004366871,0.0008946536,0.00008442097,0.000002884697,0.001113408,0.00003110016,0.003649393,0.1670439],"study_design_scores_gemma":[0.007923648,0.003167796,0.9207929,0.0004728697,0.0002956991,0.000400463,0.0004847391,0.0005833434,0.003838029,0.00004970387,0.0610952,0.0008955512],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9757568,0.003144512,0.01124878,0.0006873175,0.0004929144,0.001056723,0.00002033481,0.0003766702,0.007215932],"genre_scores_gemma":[0.9813756,0.0009743891,0.01179681,0.003054954,0.0009222965,0.00003273507,0.00007034165,0.0001419317,0.001630891],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1661483,"threshold_uncertainty_score":0.9996902,"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."}}