{"id":"W2995916137","doi":"10.1002/cyto.a.23941","title":"Cyt‐Geist: Current and Future Challenges in Cytometry: Reports of the CYTO 2019 Conference Workshops","year":2019,"lang":"en","type":"article","venue":"Cytometry Part A","topic":"Single-cell and spatial transcriptomics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; University of Alberta; Caprion (Canada); University of British Columbia","funders":"National Institute of Arthritis and Musculoskeletal and Skin Diseases; Francis Crick Institute","keywords":"Publication; Library science; Computer science; Political science; Paragraph; Public relations; World Wide Web; Operations research; Engineering; Law","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":[0.021166,0.001074222,0.0007417673,0.002658699,0.001686809,0.005304803,0.002145921,0.005312691,0.03314141],"category_scores_gemma":[0.005315376,0.0007087246,0.0007387798,0.002254533,0.001857517,0.003823183,0.003944846,0.00468577,0.02262125],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003917601,"about_ca_system_score_gemma":0.007168369,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004491226,"about_ca_topic_score_gemma":0.01301025,"domain_scores_codex":[0.9978222,0.0003842644,0.00008239072,0.0002785194,0.001048133,0.0003844599],"domain_scores_gemma":[0.9871194,0.002296135,0.0002577127,0.0002506401,0.006951218,0.003124916],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003490185,0.0001286885,0.0006460653,0.000679189,0.00001969888,0.0001628843,0.0001221854,0.0005735335,0.008765502,0.009325357,0.7889111,0.1903166],"study_design_scores_gemma":[0.00001014435,0.00004059604,0.0004255599,0.0001834321,0.000006640311,0.0001373308,0.0001469497,0.0003480663,0.003125602,0.00156148,0.993993,0.00002119358],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.01140494,0.3871658,0.05762471,0.2920835,0.1277646,0.0006764668,0.002293731,0.001857896,0.1191283],"genre_scores_gemma":[0.0538293,0.2972666,0.04074248,0.0356867,0.03365612,0.0006437824,0.004000629,0.001468756,0.5327056],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.03314141,"threshold_uncertainty_score":0.1119379,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02621149402405997,"score_gpt":0.2508231398088718,"score_spread":0.2246116457848118,"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."}}