{"id":"W4389139988","doi":"10.1115/pvp2023-fm7","title":"PVP2023 Front Matter","year":2023,"lang":"en","type":"article","venue":"","topic":"Diverse Scientific and Economic Studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Savannah River National Laboratory; Pacific Northwest National Laboratory; Universidad de Cantabria; Politechnika Wrocławska; ArcelorMittal; Oak Ridge National Laboratory; Korea University; University of Limerick; Imperial College London; Shell Canada; Argonne National Laboratory; Shell; Japan Atomic Energy Agency; University of Bristol","keywords":"Front (military); Computer science; Physics; Meteorology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003942397,0.001210888,0.001177458,0.001637268,0.001552731,0.006354881,0.0009872119,0.002904864,0.9582214],"category_scores_gemma":[0.001165946,0.0004743387,0.000803508,0.001165746,0.0006853143,0.0015436,0.001523071,0.00212299,0.952268],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009549687,"about_ca_system_score_gemma":0.0008159773,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001284437,"about_ca_topic_score_gemma":0.0009760667,"domain_scores_codex":[0.9996502,0.00001298389,0.00001037496,0.0001058476,0.0001456478,0.00007487689],"domain_scores_gemma":[0.9992574,0.00007698382,0.00002938677,0.00008164906,0.0002359581,0.0003185567],"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":[0.0001005623,0.00008164045,0.0002246836,0.0003206293,0.00001404398,0.0001599104,0.00002462735,0.00007433511,0.00464268,0.003917578,0.8071057,0.1833337],"study_design_scores_gemma":[0.00002321132,0.00003274823,0.0006490226,0.0001232929,0.000005472717,0.0001883481,0.00002712998,0.0001155189,0.001212544,0.0008557577,0.9967596,0.000007393098],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005576419,0.001038433,0.0009041962,0.001673734,0.003655083,0.00006497023,0.002090195,0.001444313,0.9885715],"genre_scores_gemma":[0.002283995,0.0006192014,0.0002906281,0.0005907771,0.0006646939,0.00002230511,0.001121959,0.0003162,0.9940903],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04177856,"threshold_uncertainty_score":0.05959195,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0541742938323126,"score_gpt":0.2029491496397414,"score_spread":0.1487748558074288,"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."}}