{"id":"W1976017516","doi":"10.1002/cyto.a.10102","title":"Twenty‐five years of clinical flow cytometry: AIDS accelerated global instrument distribution","year":2004,"lang":"en","type":"review","venue":"Cytometry Part A","topic":"HIV Research and Treatment","field":"Immunology and Microbiology","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"AIDS Vancouver","funders":"","keywords":"Medicine; Immunology","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","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0008948885,0.0005881974,0.003009313,0.0003638281,0.0001264624,0.00003901263,0.0006565239,0.001325471,0.001070214],"category_scores_gemma":[0.000680162,0.0004943943,0.001191887,0.002416217,0.0005430526,0.00009446775,0.0004001348,0.0009905531,0.006469642],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008202625,"about_ca_system_score_gemma":0.001377433,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007142744,"about_ca_topic_score_gemma":0.000005065703,"domain_scores_codex":[0.9954222,0.0008909483,0.001725281,0.0008663284,0.0002161447,0.0008790572],"domain_scores_gemma":[0.997741,0.0003742492,0.0007119867,0.0008133496,0.0001774999,0.000181893],"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":[0.0001180613,0.0009242177,0.001246759,0.002092174,0.00271605,0.00009428331,0.00001187872,6.896145e-7,0.000002572664,0.00009681453,0.004304594,0.9883919],"study_design_scores_gemma":[0.002591897,0.001019586,0.001628441,0.003722925,0.0008704218,0.0001108202,0.00001964451,2.66517e-7,0.00003337242,0.00001885136,0.9895937,0.0003900541],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00288397,0.9815884,0.0001201018,0.000009923083,0.00162474,0.001144166,0.01211081,0.0000937494,0.0004240975],"genre_scores_gemma":[0.01206484,0.9635361,0.0001241591,0.00001040962,0.0001365675,0.0001490756,0.02315773,0.0000383876,0.0007827309],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9880018,"threshold_uncertainty_score":0.999971,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.102561673058915,"score_gpt":0.4149791147733315,"score_spread":0.3124174417144165,"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."}}