{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001045237,0.00005394554,0.0000631488,0.0000717592,0.00003948928,0.000207433,0.0006337735,0.0000227356,0.0002106364],"category_scores_gemma":[0.00001033406,0.00004580224,0.00002876523,0.0004487308,0.00001365756,0.0008225506,0.0004332096,0.00003489051,0.0129557],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006632606,"about_ca_system_score_gemma":0.00001933647,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000174683,"about_ca_topic_score_gemma":0.000006766136,"domain_scores_codex":[0.9994409,0.000005961228,0.00008744011,0.0002039563,0.00007775569,0.0001839769],"domain_scores_gemma":[0.9994515,0.00003828609,0.00001362809,0.0004169844,0.00000972322,0.00006990336],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[5.101256e-7,0.00001474551,0.0004946969,0.000005895325,0.000007220187,0.00004147814,0.00004235831,0.000009593433,0.00003902179,0.5409622,0.3779354,0.08044683],"study_design_scores_gemma":[0.0002575846,0.00003566202,0.01656595,0.000007097147,0.000001147713,0.00001116257,0.00003301421,0.01852455,0.0006520114,0.03472653,0.9288988,0.0002865555],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.002664302,0.0000206587,0.0700586,0.003228495,0.0007200546,0.00006064781,0.0000100616,0.0008483686,0.9223888],"genre_scores_gemma":[0.8792515,0.0000316095,0.008571333,0.002592314,0.0002007958,0.0000259571,0.00004933037,0.00001293197,0.1092643],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8765872,"threshold_uncertainty_score":0.9878128,"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."}}