{"id":"W4387490074","doi":"10.1016/j.procs.2023.09.001","title":"Preface","year":2023,"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":[0.0009934559,0.0001090249,0.00009144311,0.0003715148,0.0002649781,0.0002151543,0.001098752,0.00001958102,0.00001532462],"category_scores_gemma":[0.0001197222,0.00009806074,0.00002470199,0.005574082,0.0004681303,0.0007174162,0.0006286335,0.00008830826,0.02476744],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006433552,"about_ca_system_score_gemma":0.0002962859,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003284674,"about_ca_topic_score_gemma":0.00000153538,"domain_scores_codex":[0.9979271,0.00001107781,0.0001281204,0.0005684865,0.0007595272,0.0006056406],"domain_scores_gemma":[0.9991679,0.00004755004,0.00004652265,0.0003589817,0.0001890654,0.0001900499],"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":[0.00004177806,0.0003281816,0.06926825,0.0002357298,0.00002788026,0.0001513369,0.01792854,0.01635279,0.277408,0.02907325,0.2886687,0.3005155],"study_design_scores_gemma":[0.0003062217,0.00008934817,0.1312183,0.00003361069,0.000004035158,0.00004031327,0.00001965965,0.8296962,0.02119089,0.002766252,0.01422958,0.0004055767],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9629789,0.00002785748,0.02652484,0.0006083143,0.001651905,0.0003850303,0.000007373036,0.003442209,0.004373551],"genre_scores_gemma":[0.9778222,0.000002246944,0.02141288,0.0001945644,0.0002463199,0.00002330375,0.000001674764,0.00002409137,0.0002727593],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8133435,"threshold_uncertainty_score":0.9759919,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02561450301341403,"score_gpt":0.2821545985616449,"score_spread":0.2565400955482309,"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."}}