{"id":"W4413332503","doi":"10.1016/j.procs.2025.07.149","title":"Preface","year":2025,"lang":"en","type":"article","venue":"Procedia Computer Science","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Acadia University","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001108207,0.001062094,0.0005940011,0.003101104,0.002234712,0.003301881,0.001068171,0.0008165159,0.4665261],"category_scores_gemma":[0.009822461,0.0002774759,0.0006716477,0.001978788,0.0003909213,0.002091737,0.001779279,0.002748896,0.2537267],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001629912,"about_ca_system_score_gemma":0.001946768,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005142357,"about_ca_topic_score_gemma":0.00579392,"domain_scores_codex":[0.9993581,0.00008279629,0.00004025294,0.0001163549,0.0003449836,0.00005751645],"domain_scores_gemma":[0.9935316,0.0007414187,0.0001815703,0.0004861362,0.004256258,0.000803008],"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":[0.00003643524,0.0000226298,0.00007690123,0.00009427672,0.00000220495,0.00003273433,0.00002937383,0.00006883246,0.0001476382,0.002280796,0.9583868,0.03882143],"study_design_scores_gemma":[0.000006493031,0.0000192788,0.0002862457,0.0001199605,0.000002745167,0.00002830586,0.0000443895,0.00004388252,0.0001823451,0.002188902,0.997072,0.000005578451],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.001511656,0.008812089,0.01117946,0.03129231,0.3793145,0.0008024332,0.01766917,0.002203123,0.5472152],"genre_scores_gemma":[0.005813105,0.003677319,0.00246407,0.005477303,0.03965712,0.0002960881,0.009292957,0.0008963427,0.9324256],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.533474,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008178698928069883,"score_gpt":0.2725447053384898,"score_spread":0.2643660064104199,"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."}}