{"id":"W7135430223","doi":"","title":"Preface","year":2020,"lang":"en","type":"other","venue":"University of Twente Research Information","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"National Institute of Information and Communications Technology; Universitat Politècnica de València; Universität Greifswald; Région Normandie; Universite Angers; De Montfort University; Iran Telecommunication Research Center; University of Cape Town; Universidad de Granada; Universidade de Lisboa; Newcastle University; Technische Universität Darmstadt; Università degli Studi di Trento; Sorbonne Université; Università degli Studi di Salerno; Universidad Politécnica de Madrid; Dalhousie University; China University of Geosciences; Universidade da Coruña; Vrije Universiteit Amsterdam; Université de Lille; University of Adelaide; Universität Passau; University College London; University College Dublin; University of Twente; Liverpool John Moores University; Victoria University of Wellington; Universitetet i Oslo; University of Exeter; Università degli Studi di Parma; Silesian University of Technology; Universiteit Stellenbosch; Universidad de Sevilla; Heriot-Watt University; Radboud Universiteit; Budapesti Műszaki és Gazdaságtudományi Egyetem; Universidade de São Paulo; Carl von Ossietzky Universität Oldenburg; České Vysoké Učení Technické v Praze; Universidad de Málaga; Akademia Górniczo-Hutnicza im. Stanislawa Staszica; Norges Teknisk-Naturvitenskapelige Universitet; Indian Council of Agricultural Research; Università Degli Studi di Modena e Reggio Emila; Centre National de la Recherche Scientifique; Victoria University; Universidade de Coimbra; Université du Luxembourg; Universität Basel; Politecnico di Torino; University of Pennsylvania","keywords":"","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005110012,0.0001199408,0.0002029869,0.001290065,0.00009330574,0.00002703845,0.0006374116,0.0002108152,0.005643262],"category_scores_gemma":[0.0001748769,0.000148394,0.00008011624,0.0006512293,0.0002648229,0.0006799886,0.0004051455,0.0005005288,0.02731678],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002287006,"about_ca_system_score_gemma":0.0002332497,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002024199,"about_ca_topic_score_gemma":0.0001664243,"domain_scores_codex":[0.9981321,0.0001614168,0.0001296366,0.0001181352,0.001168898,0.000289819],"domain_scores_gemma":[0.9989552,0.00003591793,0.0002800638,0.0003211866,0.0002463087,0.000161302],"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":[0.00008556568,0.00001492376,0.00003034858,0.0003433691,0.00006395794,0.000003255111,0.0009792,0.000007302149,0.0000332141,0.0006989327,0.9955177,0.002222179],"study_design_scores_gemma":[0.0005071444,0.00006284948,0.00007780204,0.0002048105,0.00001166255,5.828236e-7,0.001619361,0.0004317387,0.00003997449,0.00001313336,0.9969202,0.0001107196],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00002258228,0.00005204367,0.0005324346,0.000247393,0.00005413495,0.0005717757,0.0006520339,0.0002403028,0.9976273],"genre_scores_gemma":[0.001544034,0.000519736,0.002060635,0.00002025829,0.00008441962,3.559143e-7,0.001176227,0.0002160491,0.9943783],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02167352,"threshold_uncertainty_score":0.9952657,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06191222950594929,"score_gpt":0.3033990048096374,"score_spread":0.2414867753036881,"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."}}