{"id":"W7135639959","doi":"","title":"Preface","year":2022,"lang":"en","type":"other","venue":"University of Twente Research Information","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Universitat Politècnica de València; Stockholms Universitet; Universidade do Minho; University of the Aegean; Universiteit van Tilburg; Tartu Ülikool; Universidad de Castilla-La Mancha; Rīgas Tehniskā Universitāte; Barcelona Supercomputing Center; Université de Genève; Kanagawa University; Universidade Nova de Lisboa; Göteborgs Universitet; École Polytechnique Fédérale de Lausanne; Beijing University of Technology; Universiteit Gent; Universidad de Alicante; Technische Universität Wien; Sapienza Università di Roma; Universiteit Utrecht; KU Leuven; University of Toronto; Khalifa University of Science, Technology and Research; University of Haifa; Conservatoire National des Arts et Métiers; Fondazione Bruno Kessler; University of Twente; Universitat Politècnica de Catalunya; Universidade Federal de Pernambuco; Université de Fribourg; University of Brighton; University of Ottawa; Imperial College London; Université Polytechnique Hauts-de-France; Universitetet i Bergen; Univerza v Ljubljani; Hamad Bin Khalifa University; University of Essex; Boğaziçi Üniversitesi; Université Grenoble Alpes; University of Cyprus; Libera Università di Bolzano; Kennesaw State University","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":[0.00110496,0.0001111181,0.0001765546,0.002296463,0.0002109125,0.00002196833,0.0007590472,0.0001425276,0.06420872],"category_scores_gemma":[0.0001270449,0.0001448884,0.0000819256,0.0007360693,0.0002404343,0.0006550851,0.0007624044,0.0006201747,0.0110155],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006350516,"about_ca_system_score_gemma":0.0002634347,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003013236,"about_ca_topic_score_gemma":0.0002434092,"domain_scores_codex":[0.9976127,0.0002692769,0.0001266788,0.000116209,0.001553797,0.0003213293],"domain_scores_gemma":[0.9988703,0.00004606087,0.0003034569,0.0004521194,0.0002287989,0.00009929045],"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":[0.000076098,0.00002774742,0.00008572682,0.0002034795,0.00006004335,0.000003119634,0.0008569013,0.00002803814,0.000009042406,0.0008060549,0.996001,0.001842732],"study_design_scores_gemma":[0.0005133398,0.0000669105,0.0001024456,0.00006727994,0.00001021313,0.000001123763,0.004147593,0.000182198,0.000007484775,0.00001512817,0.9947755,0.000110724],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00007984177,0.0000671543,0.00009782796,0.00007864586,0.00007270127,0.0006099732,0.000948263,0.0002015351,0.997844],"genre_scores_gemma":[0.0005380419,0.0002663818,0.0004707036,0.000006580392,0.00002602341,6.423061e-7,0.001393757,0.0001304195,0.9971675],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.05319322,"threshold_uncertainty_score":0.9897546,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04820691742858239,"score_gpt":0.3032060048498515,"score_spread":0.2549990874212691,"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."}}