{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001215298,0.0009738124,0.0006623757,0.004042898,0.00252211,0.005031215,0.001232541,0.001203334,0.7380193],"category_scores_gemma":[0.009352784,0.0003905324,0.0005158638,0.002865689,0.00043773,0.002142439,0.002005521,0.00211544,0.6436838],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002201884,"about_ca_system_score_gemma":0.002820713,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01057941,"about_ca_topic_score_gemma":0.01451415,"domain_scores_codex":[0.9991517,0.00009540992,0.00003688356,0.0001120201,0.0005010195,0.0001030087],"domain_scores_gemma":[0.9950432,0.0006693549,0.0001314228,0.0004285232,0.002883294,0.0008442135],"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":[0.0000130817,0.000009111744,0.00002364133,0.00002901002,4.911231e-7,0.00001154097,0.00001487736,0.00001848736,0.00003386292,0.001086601,0.9847004,0.01405885],"study_design_scores_gemma":[0.000003418639,0.000004550947,0.0001311697,0.00004677441,7.774104e-7,0.0000111988,0.00003345642,0.00001567204,0.00003964128,0.0006549106,0.9990559,0.000002561046],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005364529,0.001985317,0.001922818,0.007039743,0.04453691,0.0004482867,0.01439039,0.001479824,0.9276603],"genre_scores_gemma":[0.0007509171,0.0005284208,0.0003356193,0.0007834285,0.001643428,0.00009138224,0.003918772,0.0004862396,0.9914618],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2619807,"threshold_uncertainty_score":0,"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."}}