{"id":"W4401942401","doi":"10.1016/j.procs.2024.08.001","title":"Preface","year":2024,"lang":"en","type":"article","venue":"Procedia Computer Science","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"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":[0.0007292285,0.0001164525,0.00007922635,0.0002813806,0.0001511565,0.0007395382,0.000850426,0.00001968242,0.00003185848],"category_scores_gemma":[0.00004703017,0.00009670191,0.00003041129,0.002592014,0.0004681378,0.001136556,0.0003627116,0.0001295523,0.009769396],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001074505,"about_ca_system_score_gemma":0.0005295316,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003033238,"about_ca_topic_score_gemma":0.000001149692,"domain_scores_codex":[0.9981198,0.00000880712,0.0001235518,0.0006662908,0.0006411001,0.0004404918],"domain_scores_gemma":[0.9993623,0.00004698148,0.0000176115,0.0002804886,0.0001252917,0.0001673485],"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":[0.00001771962,0.0002143155,0.004144164,0.000592748,0.00003502345,0.0002099749,0.0135351,0.002333837,0.1655161,0.1174308,0.1074474,0.5885229],"study_design_scores_gemma":[0.00008169782,0.00006963806,0.004449331,0.0001138586,0.000006555363,0.0001274794,0.000005535217,0.9282829,0.01732551,0.002961764,0.04628268,0.0002930278],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4665373,0.002082563,0.4957865,0.001511409,0.008256766,0.0007798837,0.000018734,0.006020596,0.01900615],"genre_scores_gemma":[0.9552146,0.000002543685,0.04398393,0.00015562,0.0003930927,0.0000150726,5.591725e-7,0.00002460911,0.0002099766],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9259491,"threshold_uncertainty_score":0.9910016,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01396229340278676,"score_gpt":0.2751548698251339,"score_spread":0.2611925764223472,"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."}}