{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03692358,0.001250837,0.001195365,0.003262005,0.003103119,0.007663296,0.002889952,0.004488223,0.01436021],"category_scores_gemma":[0.01887149,0.0008117987,0.0009874955,0.002053793,0.007599171,0.006312741,0.008977182,0.01194646,0.006076728],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00452052,"about_ca_system_score_gemma":0.005340933,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00206842,"about_ca_topic_score_gemma":0.0023966,"domain_scores_codex":[0.9921353,0.002161486,0.0004985746,0.001198733,0.003124727,0.0008811787],"domain_scores_gemma":[0.9791738,0.005806368,0.0009939803,0.002212926,0.007113945,0.004699112],"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":[0.0007026615,0.0004394486,0.004333377,0.0008826842,0.0001158579,0.000382543,0.001802768,0.001117821,0.00924632,0.07860889,0.2429365,0.6594311],"study_design_scores_gemma":[0.00006713136,0.0005402165,0.002804765,0.0005349102,0.00003198451,0.0009439674,0.0005623903,0.0007754918,0.004472251,0.01630324,0.9728625,0.0001012236],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.02800357,0.3207006,0.1792765,0.3563898,0.04744402,0.0007814254,0.0009961791,0.003797892,0.06260996],"genre_scores_gemma":[0.1875389,0.2300782,0.2624126,0.1813133,0.0500051,0.001368541,0.002506746,0.002614802,0.08216171],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.03692358,"threshold_uncertainty_score":0.1952729,"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."}}