{"id":"W4413332502","doi":"10.1016/j.procs.2025.07.147","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006249137,0.0001076447,0.00009878846,0.0003227265,0.0002518097,0.0002331998,0.001166928,0.00002133514,0.00001113955],"category_scores_gemma":[0.0001137974,0.00009705344,0.00002383199,0.003049609,0.0005411633,0.0005879577,0.0005614549,0.00009758653,0.00137955],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00010785,"about_ca_system_score_gemma":0.0006394942,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004536436,"about_ca_topic_score_gemma":0.000002395814,"domain_scores_codex":[0.9984499,0.00001138974,0.0001385521,0.0005462601,0.0004351146,0.0004187874],"domain_scores_gemma":[0.9991798,0.0000416461,0.00004093628,0.0003798785,0.0002539777,0.0001037169],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00006291527,0.0006375012,0.08647816,0.0003131783,0.00004135417,0.00002384435,0.004781064,0.003752758,0.1466417,0.2108345,0.1260298,0.4204032],"study_design_scores_gemma":[0.0009248395,0.0001229942,0.162903,0.0002044838,0.00001971059,0.00003190474,0.00002265847,0.6562209,0.1087159,0.01426004,0.05587239,0.0007012469],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4067412,0.0002524811,0.5392059,0.001329506,0.003008474,0.0006830379,0.000005288406,0.001374214,0.04739989],"genre_scores_gemma":[0.9374448,0.000001204805,0.06131483,0.0006658591,0.00008695736,0.00001766419,3.685816e-7,0.000008735274,0.00045957],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6524681,"threshold_uncertainty_score":0.999398,"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."}}