{"id":"W4317989676","doi":"10.1021/acs.chemrev.2c00350","title":"Reagents for Mass Cytometry","year":2023,"lang":"en","type":"review","venue":"Chemical Reviews","topic":"Cell Image Analysis Techniques","field":"Biochemistry, Genetics and Molecular Biology","cited_by":58,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fluidigm (Canada); University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada; Fluidigm","keywords":"Mass cytometry; Chemistry; Reagent; Cytometry; Flow cytometry; Bioanalysis; Mass spectrometry; Inductively coupled plasma mass spectrometry; Resolution (logic); Chromatography; Nanotechnology; Molecular biology; Cell; Biochemistry; Computer science; Materials science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.002699877,0.002371393,0.002511778,0.005193101,0.001015406,0.001975291,0.003432955,0.002435984,0.0455478],"category_scores_gemma":[0.00233446,0.001235364,0.001237197,0.003069417,0.001087119,0.002420337,0.002069476,0.004685126,0.09400658],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001016161,"about_ca_system_score_gemma":0.001827096,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006648336,"about_ca_topic_score_gemma":0.001018606,"domain_scores_codex":[0.9980105,0.0003420037,0.0001765233,0.0003569688,0.0009805723,0.0001334943],"domain_scores_gemma":[0.9990022,0.0002322452,0.00009258734,0.0001662706,0.000402922,0.0001039811],"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":[0.0001265383,0.0001826555,0.0001683263,0.009449662,0.00007896654,0.0004893995,0.0001441933,0.0007618526,0.06710473,0.02621373,0.3099672,0.5853127],"study_design_scores_gemma":[0.00001168489,0.00002132337,0.00006998243,0.0002441676,0.00001217721,0.0003851083,0.000009810132,0.00008899946,0.00655636,0.001775809,0.9908054,0.00001905838],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001367857,0.5539417,0.3023552,0.005170541,0.01225404,0.002666188,0.007029093,0.008099701,0.1071157],"genre_scores_gemma":[0.01020707,0.5495456,0.2625103,0.007096655,0.004735159,0.005763468,0.0161304,0.001947452,0.1420638],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.0455478,"threshold_uncertainty_score":0.1523726,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1022771006266547,"score_gpt":0.4297405171379918,"score_spread":0.3274634165113371,"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."}}