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Ministry of Education of the People's Republic of China; Advantage West Midlands; Natural Sciences and Engineering Research Council of Canada; Ministry of Education, Culture, Sports, Science and Technology; Vetenskapsrådet; Horizon 2020 Framework Programme; Indian Council of Medical Research; University Grants Commission; Division of Materials Research; European Regional Development Fund; European Research Council; Universitat de Barcelona; Centre National de la Recherche Scientifique; Council of Scientific and Industrial Research, India; Università degli Studi di Firenze; University of Wisconsin-Madison; Ohio State University; National Natural Science Foundation of China; National Science Foundation; Fondazione Cassa di Risparmio di Firenze; Kungliga Tekniska Högskolan; National Institute of Nursing Research; University of Warwick; Ministry of Education, India; York University; Los Alamos National Laboratory; National Institute of General Medical Sciences; National Research Council Canada; Dipartimenti di Eccellenza; Department of Science and Technology, Ministry of Science and Technology, India; Ministerio de Ciencia, Innovación y Universidades; Canada Foundation for Innovation; Universidad Nacional de Córdoba; Göteborgs Universitet; New York University Abu Dhabi; National High Magnetic Field Laboratory; Chinese Academy of Sciences; Florida State University; University of Ottawa; Umeå Universitet; Engineering and Physical Sciences Research Council; European Commission; Tamkeen; Linköpings Universitet; Université de Lille; Universidad de Córdoba","keywords":"Principal (computer security); Resource (disambiguation); Corporate governance; Productivity; Workflow; Instrumentation (computer programming); Research program","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":[0.02624045,0.00113907,0.0003065559,0.001707733,0.001555626,0.008838855,0.003211838,0.00554742,0.05888756],"category_scores_gemma":[0.02460602,0.0003965582,0.001536334,0.002097167,0.001662539,0.009724544,0.009246125,0.002983995,0.01783825],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005807508,"about_ca_system_score_gemma":0.03815608,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01506332,"about_ca_topic_score_gemma":0.01584552,"domain_scores_codex":[0.9910399,0.002315261,0.0004899758,0.0003589947,0.004197747,0.001598108],"domain_scores_gemma":[0.9753253,0.004751966,0.001236516,0.001538367,0.009341701,0.007806193],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.000192318,0.0001505474,0.002013029,0.0009285965,0.00003828227,0.00019209,0.000245049,0.001342258,0.001458972,0.06033878,0.6953253,0.237775],"study_design_scores_gemma":[0.00002469716,0.00009981768,0.002410491,0.0005978543,0.00001609471,0.00009512914,0.0003868221,0.0007117135,0.0008695408,0.007228821,0.9875335,0.00002552282],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.03036905,0.04953211,0.03391108,0.4827214,0.05176742,0.0007277528,0.02455081,0.007373474,0.319047],"genre_scores_gemma":[0.3073389,0.0782035,0.1555428,0.09175026,0.01047839,0.001161574,0.06612504,0.002140843,0.2872586],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05888756,"threshold_uncertainty_score":0.1969985,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02759009053661539,"score_gpt":0.3646355941501583,"score_spread":0.337045503613543,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). 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