{"id":"W4392946271","doi":"10.1109/icgi60907.2023.10452748","title":"Preface","year":2023,"lang":"en","type":"article","venue":"","topic":"Interactive and Immersive Displays","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Universidad de Jaén; Universidade do Porto; Universidad de Granada; Universidade da Beira Interior; Universidade de Lisboa; Universidade de Coimbra; Oregon State University; Universidade de Aveiro; University of Warwick; Universidade do Minho; University of Toronto; Universidade de Trás-os-Montes e Alto Douro; Department for Enterprise, Trade and Investment, UK Government; Universitat de Barcelona","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00003605291,0.00002591102,0.00002396471,0.00003742844,0.00002879039,0.00002696263,0.0002426741,0.000007953701,0.00006908525],"category_scores_gemma":[0.000009620581,0.00002064528,0.00001934859,0.0002333211,0.000004211432,0.0002505215,0.0001030632,0.00002322301,0.005943313],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004858174,"about_ca_system_score_gemma":0.000007148482,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005814143,"about_ca_topic_score_gemma":5.649609e-7,"domain_scores_codex":[0.9997151,0.000006776435,0.00003013718,0.00009484454,0.00005586864,0.00009721977],"domain_scores_gemma":[0.9997907,0.00002296206,0.000006647053,0.0001387703,0.00002309671,0.00001780865],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000001680528,0.00001675659,0.0005788259,0.000002887593,0.00001249159,0.00002081731,0.0007749313,0.00002473979,0.09853747,0.6068898,0.2888108,0.004328716],"study_design_scores_gemma":[0.0003628331,0.0001356944,0.1689908,0.00001237769,0.000002634597,0.00001404688,0.0004621301,0.08493052,0.4925346,0.01111188,0.2410627,0.0003797951],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03468343,0.000006985248,0.5265924,0.003212578,0.0005956576,0.00006335215,5.864928e-7,0.000201723,0.4346433],"genre_scores_gemma":[0.9744578,0.000002879901,0.001204111,0.0008775493,0.0000174013,0.000003428954,0.00000107048,0.000001902196,0.02343387],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9397743,"threshold_uncertainty_score":0.9948307,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01585406888736834,"score_gpt":0.2665647012447931,"score_spread":0.2507106323574247,"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."}}