{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001015392,0.001049917,0.0006359057,0.002990248,0.002107425,0.002526386,0.001127713,0.0007694997,0.4835924],"category_scores_gemma":[0.01150643,0.0002819265,0.000577421,0.00189516,0.0004157531,0.002182284,0.001708319,0.002589762,0.3149304],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001288271,"about_ca_system_score_gemma":0.00165866,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00358869,"about_ca_topic_score_gemma":0.004418727,"domain_scores_codex":[0.9994516,0.00007084056,0.00003491099,0.00009681427,0.0003010007,0.0000448656],"domain_scores_gemma":[0.9937861,0.000924513,0.0001837863,0.0005591594,0.003858038,0.0006884118],"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":[0.00003112765,0.00002658622,0.00008725638,0.00009466606,0.000001805992,0.00003746721,0.00002696133,0.00008898508,0.0002089968,0.003037902,0.9511583,0.04519983],"study_design_scores_gemma":[0.000004904857,0.00001966329,0.0002611521,0.000107935,0.000002306452,0.00004716017,0.00004416021,0.00005775066,0.0002059567,0.003266082,0.9959769,0.000006029183],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.001853816,0.0107757,0.02179848,0.02766082,0.318599,0.001040686,0.01788779,0.002843468,0.5975403],"genre_scores_gemma":[0.006270085,0.005114845,0.005177185,0.005448394,0.03638624,0.0004045403,0.01080511,0.001161495,0.9292321],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.5164076,"threshold_uncertainty_score":0,"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."}}