{"id":"W4416178067","doi":"10.1109/cipae66821.2025.00005","title":"Message from General Chair CIPAE 2025","year":2025,"lang":"","type":"article","venue":"","topic":"Big Data and Digital Economy","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Information processing; Software; Computer software; Information technology; Data processing; Computer technology; Computer education; Digital computer","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001739003,0.0003416286,0.0004042055,0.0001696073,0.0002009056,0.001416487,0.00205918,0.0002019485,0.002546845],"category_scores_gemma":[0.00002934608,0.0003364096,0.0001848578,0.0005784884,0.0001327578,0.001461501,0.001978435,0.0002278898,0.001452867],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007356838,"about_ca_system_score_gemma":0.000478624,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001173486,"about_ca_topic_score_gemma":0.0001936902,"domain_scores_codex":[0.9974802,0.00005757389,0.0005579024,0.00112067,0.0001882305,0.000595417],"domain_scores_gemma":[0.9978958,0.0001228153,0.00009362447,0.001581469,0.00007159221,0.0002346454],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001090352,0.0001570947,0.001296929,0.00002017906,0.0001109386,0.00002642466,0.0001208754,0.00002281411,0.00006160106,0.4567107,0.1922732,0.3491883],"study_design_scores_gemma":[0.001249354,0.00007555525,0.01042299,0.0001458242,0.00004311787,0.000001907607,0.00004645248,0.1185596,0.003170356,0.05841406,0.8070991,0.0007716431],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.006822559,0.00197106,0.3272267,0.004935209,0.003054862,0.0001979667,0.0002249786,0.0001454763,0.6554211],"genre_scores_gemma":[0.6485509,0.0002849782,0.0149074,0.01514732,0.0004773147,0.00003076531,0.0001167344,0.00001520918,0.3204694],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6417283,"threshold_uncertainty_score":0.9999088,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02555339475970227,"score_gpt":0.2590142613845008,"score_spread":0.2334608666247986,"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."}}