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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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003037261,0.0002234819,0.0003574096,0.0002333874,0.0001608324,0.00004942119,0.0004188968,0.0001035983,0.001292385],"category_scores_gemma":[0.0002241504,0.0002300667,0.0001264253,0.0006627262,0.0003074222,0.000200047,0.0002082522,0.0005275349,0.00003990716],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003104405,"about_ca_system_score_gemma":0.0001627144,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000454952,"about_ca_topic_score_gemma":0.0001210128,"domain_scores_codex":[0.9978465,0.00005559066,0.0005847116,0.0004884305,0.000340066,0.0006846868],"domain_scores_gemma":[0.9986885,0.0001918131,0.0001146396,0.0006557746,0.0002580101,0.00009125302],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001306257,0.000972072,0.006516509,0.001765526,0.00006394951,0.00008210845,0.006404553,0.009207703,0.3766797,0.004721203,0.07189404,0.5203863],"study_design_scores_gemma":[0.0036243,0.0009392978,0.05931236,0.003114008,0.0000282955,0.00001170926,0.003272331,0.03529626,0.03912245,0.2083021,0.6455556,0.00142131],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9572912,0.00291487,0.0006336573,0.0004163003,0.00003235573,0.0005393793,0.001223649,0.0002534632,0.03669516],"genre_scores_gemma":[0.97011,0.003873805,0.003675611,0.00005470286,0.00004722013,0.0001827578,0.00005193567,0.00005847891,0.02194549],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5736615,"threshold_uncertainty_score":0.9996206,"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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