{"id":"W4230504013","doi":"10.1007/s11227-006-8292-3","title":"Foreword","year":2006,"lang":"en","type":"article","venue":"The Journal of Supercomputing","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Francis Xavier 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":[],"consensus_categories":[],"category_scores_codex":[0.002335985,0.0001028651,0.0001822231,0.0001112458,0.0001803012,0.00002656671,0.0004209413,0.00002934216,0.00004670319],"category_scores_gemma":[0.00006632596,0.0000601472,0.0001185366,0.0002570654,0.00007047191,0.0002156371,0.00006662735,0.0003434711,0.0002306489],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007140831,"about_ca_system_score_gemma":0.0000394337,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001064099,"about_ca_topic_score_gemma":0.00002166195,"domain_scores_codex":[0.9986333,0.0001629561,0.0005155782,0.00004972808,0.0003748748,0.0002635449],"domain_scores_gemma":[0.9990714,0.0002961202,0.0002537788,0.0001535825,0.0001826552,0.00004249115],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0006844456,0.0007112958,0.1089165,0.00006983668,0.0004043669,0.000366678,0.01091785,0.1546775,0.4816616,0.01483809,0.1835091,0.04324269],"study_design_scores_gemma":[0.01127322,0.001564181,0.5829182,0.001732157,0.001368292,0.03342182,0.01514334,0.1317116,0.07880563,0.06232495,0.07747489,0.002261779],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9927223,0.0006690558,0.003759369,0.0003272512,0.0002257988,0.00004386909,0.000002251594,0.00002959456,0.002220525],"genre_scores_gemma":[0.9956757,0.000002509779,0.002861061,0.00007772451,0.001265331,5.31275e-8,4.618052e-7,0.00003673697,0.00008043871],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4740016,"threshold_uncertainty_score":0.2964602,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009721519555180575,"score_gpt":0.2228221855325848,"score_spread":0.2131006659774043,"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."}}