{"id":"W4389199242","doi":"10.21125/iceri.2023","title":"ICERI2023 Proceedings","year":2023,"lang":"sv","type":"paratext","venue":"ICERI proceedings","topic":"Interdisciplinary Research and Collaboration","field":"Decision Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Krell Institute; Technological University Dublin; Universidade do Minho; Zayed University; University of South Africa; Aston University; Instituto Mexicano del Seguro Social; Aoyama Gakuin University; Universität zu Lübeck; Vrije Universiteit Amsterdam; Technische Universiteit Delft; Ministry of Earth Sciences; Ulster University; University of Colorado Colorado Springs; City, University of London; University College Dublin; Universidad Panamericana; York University; Universitetet i Agder; Latvijas Universitate; Bowling Green State University; Lappeenranta University of Technology; Drexel University; University of Texas at Dallas; Anglia Ruskin University; Royal Academy of Engineering; University of Bolton; Doğu Akdeniz Üniversitesi; University of Lethbridge; Aalto-Yliopisto; University of Hertfordshire; Cardiff University; MacEwan University; Appalachian State University; Cork Institute of Technology; Universidade de Aveiro; Ryukoku University; Sveučilište u Zagrebu; Nanyang Technological University; Oklahoma State University","keywords":"Computer science","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":["metaepi_narrow","sts","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.006033941,0.001708822,0.002109233,0.002829781,0.00207111,0.009144528,0.005341581,0.001781882,0.01699115],"category_scores_gemma":[0.003192636,0.001499034,0.0008184526,0.01280788,0.0008493423,0.003841184,0.003178927,0.002605617,0.3314191],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008873962,"about_ca_system_score_gemma":0.001631205,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009204556,"about_ca_topic_score_gemma":0.00009622128,"domain_scores_codex":[0.9823016,0.00005957492,0.00298081,0.0040064,0.007621862,0.00302976],"domain_scores_gemma":[0.9852464,0.0006082538,0.00207607,0.0006440405,0.01015578,0.001269435],"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":[0.0007892443,0.0001689575,0.0003085738,0.0007055659,0.0002059063,0.00004329167,0.00538709,0.00000622249,0.005617253,0.003471061,0.9794883,0.003808506],"study_design_scores_gemma":[0.001153808,0.001911461,0.002001866,0.001417095,0.0001462349,0.00008693757,0.03584752,0.004700223,0.00208188,0.004614625,0.9439124,0.002125913],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1208059,0.0008347214,0.0000384952,0.013913,0.01158622,0.00338594,0.0007858319,0.000788511,0.8478613],"genre_scores_gemma":[0.12865,0.0007207716,0.0002725311,0.0003955475,0.006950808,0.0009335109,0.0001883948,0.000418718,0.8614697],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3144279,"threshold_uncertainty_score":0.9996954,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09697829616396433,"score_gpt":0.4172302942137692,"score_spread":0.3202519980498049,"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."}}