{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001631769,0.00101901,0.0008763566,0.000927734,0.002052012,0.004266601,0.001575964,0.01045034,0.2955821],"category_scores_gemma":[0.006549971,0.0003869573,0.000666105,0.0009847245,0.0005281483,0.002303469,0.001574323,0.007172086,0.2714974],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001986599,"about_ca_system_score_gemma":0.003770234,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004849863,"about_ca_topic_score_gemma":0.005893904,"domain_scores_codex":[0.9988426,0.0001012561,0.00006948621,0.0002178144,0.0005703558,0.000198373],"domain_scores_gemma":[0.9954563,0.0003974063,0.000133238,0.0001896408,0.002836894,0.0009865426],"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":[0.00001730471,0.000005592466,0.00003543447,0.000023418,7.105887e-7,0.00001949484,0.000003574429,0.00000605739,0.00005139911,0.000189411,0.9962716,0.003376145],"study_design_scores_gemma":[0.000008916618,0.00001085472,0.0003330143,0.00003913357,0.000001581381,0.00002650691,0.00002847169,0.00002951504,0.00009543076,0.0001512638,0.9992699,0.000005442749],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.0007813816,0.003778827,0.001273753,0.33137,0.4425381,0.0009092748,0.004216627,0.001538418,0.2135936],"genre_scores_gemma":[0.004373956,0.001498156,0.0004776225,0.1193278,0.04865644,0.0003843877,0.001661874,0.0004454409,0.8231744],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.2955821,"threshold_uncertainty_score":0.9888205,"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."}}