{"id":"W4391761275","doi":"10.1109/ddp60485.2023.00005","title":"Welcome Message DDP 2023","year":2023,"lang":"en","type":"article","venue":"","topic":"Big Data and Digital Economy","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trinity College","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":["insufficient_payload"],"category_scores_codex":[0.003633757,0.001117347,0.0007923171,0.0008797655,0.003175054,0.006645625,0.001745682,0.01728903,0.4071265],"category_scores_gemma":[0.01886433,0.0005003206,0.001081266,0.0005194301,0.0009256437,0.002882306,0.004082414,0.01298595,0.2950127],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001747821,"about_ca_system_score_gemma":0.004860182,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003140845,"about_ca_topic_score_gemma":0.006404228,"domain_scores_codex":[0.997216,0.0004451859,0.0001286632,0.0003155727,0.00140952,0.0004850501],"domain_scores_gemma":[0.9876484,0.001776754,0.0003487639,0.0003967326,0.004372688,0.005456726],"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":[0.00002625417,0.00001233271,0.00002217273,0.00002035233,7.696244e-7,0.00003320427,0.000008719219,0.000005209782,0.00004891755,0.0002688314,0.9967037,0.002849597],"study_design_scores_gemma":[0.00001945662,0.00001658686,0.0001125874,0.00002628975,0.000001394711,0.00002661226,0.00006420429,0.00002268859,0.00006222906,0.0002938152,0.9993472,0.000007020439],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"other","genre_scores_codex":[0.0007045151,0.001839665,0.001314708,0.3881389,0.4163309,0.0006385965,0.003081982,0.00194749,0.1860031],"genre_scores_gemma":[0.002275596,0.0006309659,0.000561508,0.2017091,0.040167,0.0003300707,0.001229275,0.0005198856,0.7525767],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.5928736,"threshold_uncertainty_score":0.8456621,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04150773140934175,"score_gpt":0.2515904696773403,"score_spread":0.2100827382679986,"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."}}