{"id":"W7135972689","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001275103,0.0009336976,0.0006143982,0.003655759,0.002327624,0.005191301,0.001173311,0.001250582,0.6957042],"category_scores_gemma":[0.009664236,0.0003522824,0.0005107589,0.0024785,0.000443531,0.00221352,0.00197664,0.002389561,0.5793409],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002260809,"about_ca_system_score_gemma":0.003089837,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009855285,"about_ca_topic_score_gemma":0.0141986,"domain_scores_codex":[0.9992106,0.00008721487,0.00003615285,0.0001051883,0.0004582725,0.0001025451],"domain_scores_gemma":[0.9950626,0.0006173966,0.0001418633,0.0003704227,0.002900331,0.0009074177],"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":[0.00001309108,0.000007959082,0.00002289964,0.00003130804,5.038332e-7,0.00001106895,0.0000127564,0.00002027683,0.00002870919,0.001230615,0.9845855,0.01403535],"study_design_scores_gemma":[0.0000029718,0.000004207353,0.0001114082,0.00005169754,7.286573e-7,0.000009989581,0.00002978742,0.00001437936,0.00003067319,0.0007020252,0.9990398,0.000002357284],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005385955,0.002783476,0.001892563,0.01021197,0.07136584,0.000432819,0.01341209,0.001299229,0.8980635],"genre_scores_gemma":[0.0008522337,0.0008072439,0.0003743012,0.001216859,0.002478989,0.0001028373,0.003968618,0.0004342507,0.9897647],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6957042,"threshold_uncertainty_score":0,"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."}}