{"id":"W1488831052","doi":"10.1002/cyto.b.21251","title":"Novel lymphocyte screening tube using dried monoclonal antibody reagents","year":2015,"lang":"en","type":"article","venue":"Cytometry Part B Clinical Cytometry","topic":"Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; London Health Sciences Centre","funders":"","keywords":"CD20; Bone marrow; Medicine; Antibody; CD5; Chemistry; Pathology; 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":[0.001692041,0.001499459,0.0008342842,0.001791946,0.0005027743,0.000937889,0.002125178,0.001582297,0.004891325],"category_scores_gemma":[0.001840467,0.001040998,0.0009144502,0.0008260565,0.0004427685,0.0009249424,0.001387498,0.0009865039,0.003312358],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000428746,"about_ca_system_score_gemma":0.0005128346,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003596936,"about_ca_topic_score_gemma":0.000540958,"domain_scores_codex":[0.9963715,0.0007205476,0.0002855938,0.0007917109,0.001617583,0.0002131304],"domain_scores_gemma":[0.9984882,0.0004796201,0.0002218993,0.0001356134,0.0005427341,0.0001318977],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0004522861,0.0002839677,0.004768484,0.0004103385,0.00009470207,0.0003108759,0.0001722767,0.0006261296,0.9511038,0.00100052,0.003547667,0.03722895],"study_design_scores_gemma":[0.00008246552,0.001026955,0.005308928,0.00009824828,0.0002158723,0.002117388,0.00005043016,0.01773394,0.9495365,0.0003433092,0.02337749,0.0001083563],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.2225578,0.003125742,0.7520669,0.0005308026,0.0007260364,0.001893006,0.001417553,0.01091192,0.006770279],"genre_scores_gemma":[0.2182555,0.001912427,0.75677,0.001329393,0.0004176581,0.002904383,0.005096052,0.0007420764,0.01257252],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.004891325,"threshold_uncertainty_score":0.01636314,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3074094827735038,"score_gpt":0.468385736012965,"score_spread":0.1609762532394612,"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."}}