{"id":"W2290807838","doi":"10.1371/journal.pone.0150229","title":"Evaluation of Microflow Digital Imaging Particle Analysis for Sub-Visible Particles Formulated with an Opaque Vaccine Adjuvant","year":2016,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Microfluidic and Bio-sensing Technologies","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Health Canada","funders":"Government of Canada","keywords":"Borosilicate glass; Particle (ecology); Opacity; Particle size; Materials science; Adjuvant; Polystyrene; Nanotechnology; Chemical engineering; Optics; Composite material; Medicine; Polymer; Physics; Immunology","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":[0.0003130097,0.0001153774,0.0002436702,0.0001089048,0.00003393297,0.00002955495,0.0000927911,0.00004048515,0.00001490949],"category_scores_gemma":[0.0001012478,0.00007650912,0.00004665423,0.0003527781,0.00003158404,0.0003076924,0.00002015,0.00003030329,0.000004550818],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005655753,"about_ca_system_score_gemma":0.000018946,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006670527,"about_ca_topic_score_gemma":0.00001985226,"domain_scores_codex":[0.9991002,0.00001488838,0.0002235846,0.0001706256,0.0002583304,0.0002323922],"domain_scores_gemma":[0.9992663,0.00004347396,0.00004892227,0.0002919002,0.0003074533,0.00004198434],"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":[0.00004724886,0.0001918951,0.03471676,0.00002747034,0.0005814574,6.36759e-7,0.00003803068,0.0002147426,0.935356,0.0000199625,0.00004827363,0.02875754],"study_design_scores_gemma":[0.0008388685,0.000103946,0.005824635,0.00006758265,0.001089795,7.497922e-7,0.00005074784,0.1636869,0.827828,0.0003829902,0.000005144025,0.0001206279],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9803532,0.0006274415,0.0181846,0.0001547726,0.000006430224,0.0002677233,0.00004535387,0.0003447625,0.00001565153],"genre_scores_gemma":[0.9972032,0.00006427298,0.0026417,0.000005132882,0.00001410604,0.00002032898,0.00002224885,0.00002176942,0.000007195487],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1634722,"threshold_uncertainty_score":0.3119951,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03859202351645397,"score_gpt":0.2257408823342081,"score_spread":0.1871488588177542,"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."}}