{"id":"W4212884991","doi":"10.1021/acs.langmuir.1c03002","title":"Biotinylated Lipid-Coated NaLnF<sub>4</sub> Nanoparticles: Demonstrating the Use of Lanthanide Nanoparticle-Based Reporters in Suspension and Imaging Mass Cytometry","year":2022,"lang":"en","type":"article","venue":"Langmuir","topic":"Biosensors and Analytical Detection","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fluidigm (Canada); University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada; Government of Ontario","keywords":"Biotinylation; Polyethylene glycol; Mass cytometry; Chemistry; Chromatography; Nanoparticle; PEG ratio; Lipid bilayer; Materials science; Membrane; Nanotechnology; Biochemistry","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002695697,0.0001132145,0.0001591727,0.0001289349,0.0001207139,0.00003864716,0.00005819357,0.00003214104,0.00001018003],"category_scores_gemma":[0.00005994864,0.00009409132,0.00004145923,0.0006495813,0.00005766879,0.00008684957,0.00003565666,0.0002057908,0.000001750378],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004653501,"about_ca_system_score_gemma":0.000009380768,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006476328,"about_ca_topic_score_gemma":0.00002971156,"domain_scores_codex":[0.9990147,0.00008699742,0.0003264964,0.0001657948,0.0001717061,0.0002343477],"domain_scores_gemma":[0.9996038,0.0001212657,0.00006811073,0.0001413733,0.00002193691,0.00004352145],"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":[0.00002112783,0.00001874539,0.01340129,0.00002778993,0.00001128899,0.00005047842,0.00007499192,0.007635228,0.9769531,0.00001413067,0.00005933726,0.001732458],"study_design_scores_gemma":[0.0002351472,0.00002115782,0.01486647,0.00002353143,0.00001470331,0.00002145602,0.0001761938,0.3264421,0.6580342,0.000006990148,0.00006617023,0.00009190293],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991295,0.00007773381,0.0001925118,0.0002539621,0.0000832382,0.0001114584,0.00000970432,0.0001245037,0.00001741418],"genre_scores_gemma":[0.9997007,0.000008046297,0.0001336891,0.0001035946,0.00001641995,0.000006966441,0.000006756787,0.00002152202,0.00000227636],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3189189,"threshold_uncertainty_score":0.3836932,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01706514127620887,"score_gpt":0.1994583985143412,"score_spread":0.1823932572381323,"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."}}