{"id":"W6925378919","doi":"10.17863/cam.50374","title":"Eleven grand challenges in single-cell data science.","year":2020,"lang":"en","type":"article","venue":"Apollo (University of Cambridge)","topic":"Mechanics and Biomechanics Studies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Institute of Genetics; National Human Genome Research Institute; Cancer Research UK Cambridge Institute, University of Cambridge; Helmholtz Zentrum München; BC Cancer Agency; National Health and Medical Research Council; Engineering and Physical Sciences Research Council; National Institutes of Health; Oncode Institute; BC Cancer Foundation; Terry Fox Research Institute; I.M. Sechenov First Moscow State Medical University; Alan Turing Institute; Swiss Institute of Bioinformatics; Universität Zürich; Klaus Tschira Stiftung; Cycle for Survival; Radboud Universitair Medisch Centrum; Universitair Medisch Centrum Groningen; Medical Research Council; Leids Universitair Medisch Centrum; Canadian Institutes of Health Research; Deutsche Forschungsgemeinschaft; Nederlandse Organisatie voor Wetenschappelijk Onderzoek; Eidgenössische Technische Hochschule Zürich; Bundesministerium für Bildung und Forschung; Universität des Saarlandes; Institute for Research in Biomedicine; Technische Universiteit Delft; Universiteit Utrecht; Rijksuniversiteit Groningen; Deutsche Krebshilfe; Universiteit Leiden; SystemsX.ch; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; Canadian Cancer Society Research Institute; Memorial Sloan-Kettering Cancer Center; Wellcome Trust; Wageningen University and Research; Cancer Research UK; Radboud Universiteit; Barcelona Institute of Science and Technology; European Molecular Biology Laboratory; Deutsches Krebsforschungszentrum; Universiteit van Amsterdam; Georgia State University; Silicon Valley Community Foundation; Princeton University; Johns Hopkins University; Broad Institute; Universität Duisburg-Essen; University of Connecticut; National Science Foundation; Massachusetts General Hospital; Imperial College London","keywords":"Nucleofection; Gestational period; TSG101; Dysgeusia; Liquation; Diafiltration; Emperipolesis; Durvalumab; Fusible alloy","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.02936815,0.00115148,0.001548369,0.00240547,0.003377256,0.01075872,0.003576134,0.005744263,0.009189074],"category_scores_gemma":[0.03969903,0.001223685,0.001408917,0.003674188,0.009196218,0.02199226,0.00815555,0.01315214,0.006034557],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003109029,"about_ca_system_score_gemma":0.00854648,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00294312,"about_ca_topic_score_gemma":0.003780112,"domain_scores_codex":[0.9915658,0.001949162,0.000703513,0.001482549,0.003708273,0.0005906993],"domain_scores_gemma":[0.9468051,0.03347921,0.001212618,0.005545541,0.008519542,0.004437975],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002375384,0.000175444,0.00331991,0.002251131,0.0001226771,0.00046118,0.001315963,0.002671147,0.005037197,0.314188,0.2770911,0.3931288],"study_design_scores_gemma":[0.00003973336,0.000150901,0.001576285,0.0008997724,0.00003882819,0.001073867,0.00136298,0.007077549,0.00245164,0.3853246,0.5998032,0.0002007106],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.008776666,0.2224562,0.2961342,0.4273516,0.01759017,0.0002131002,0.002783149,0.001896942,0.02279796],"genre_scores_gemma":[0.09379794,0.2468086,0.517145,0.0677873,0.02977615,0.001245835,0.006473032,0.001380936,0.03558515],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.9706318,"threshold_uncertainty_score":0.1553155,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08452081584672314,"score_gpt":0.1988280521064414,"score_spread":0.1143072362597183,"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."}}