{"id":"W4368356128","doi":"10.1002/cyto.b.22123","title":"Summary of validation considerations with real‐life examples using both qualitative and semiquantitative flow cytometry assays","year":2023,"lang":"en","type":"article","venue":"Cytometry Part B Clinical Cytometry","topic":"Complement system in diseases","field":"Immunology and Microbiology","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Health Science Centre","funders":"","keywords":"Repeatability; Reproducibility; Flow cytometry; Computer science; Paroxysmal nocturnal hemoglobinuria; Medicine; Chromatography; Immunology; Chemistry","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":[0.05613757,0.002072001,0.0009842667,0.003426284,0.001514796,0.006370222,0.003955815,0.003655177,0.00462432],"category_scores_gemma":[0.05582377,0.0008682073,0.001682474,0.001923927,0.002485319,0.003124542,0.001988243,0.002325969,0.003938418],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001859702,"about_ca_system_score_gemma":0.002645436,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001839409,"about_ca_topic_score_gemma":0.002691763,"domain_scores_codex":[0.9455187,0.02710926,0.005377731,0.002361959,0.01893804,0.0006942275],"domain_scores_gemma":[0.9202312,0.04332062,0.004119462,0.005689479,0.02605154,0.0005875801],"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":[0.001186849,0.0007834065,0.01736024,0.01271912,0.0003218036,0.005304984,0.002588393,0.02445835,0.07715762,0.1778172,0.08194654,0.5983555],"study_design_scores_gemma":[0.0001497747,0.002693635,0.01376047,0.007675055,0.0003993881,0.01261758,0.001727918,0.06839669,0.1371549,0.07475688,0.6801637,0.0005040074],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0127206,0.01741992,0.9091944,0.008362282,0.001822039,0.002592513,0.0008539692,0.002389071,0.04464518],"genre_scores_gemma":[0.07957407,0.009665188,0.8910323,0.003984435,0.0009305266,0.001828812,0.001036071,0.0004277868,0.0115209],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.05613757,"threshold_uncertainty_score":0.2968875,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.227451889729768,"score_gpt":0.4468819064820767,"score_spread":0.2194300167523087,"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."}}