{"id":"W2918751067","doi":"10.1587/transinf.e93.d.409","title":"FOREWORD","year":2010,"lang":"en","type":"article","venue":"IEICE Transactions on Information and Systems","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Francis Xavier University","funders":"","keywords":"Computer science; Artificial intelligence","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":[0.0003350418,0.0001236417,0.0001231984,0.0002926369,0.000262514,0.0001760286,0.0000835247,0.0001150516,0.0001795176],"category_scores_gemma":[0.00001256462,0.0001100812,0.00004413291,0.0002344197,0.00004877519,0.001645628,8.441472e-7,0.000319717,0.003769095],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002413041,"about_ca_system_score_gemma":0.00002870241,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001529484,"about_ca_topic_score_gemma":0.0001152794,"domain_scores_codex":[0.9990822,0.00002608381,0.0003850927,0.00008161709,0.0002554979,0.0001695261],"domain_scores_gemma":[0.9993504,0.00005377316,0.0001176567,0.0002349902,0.0001185537,0.000124671],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001254654,0.0008980907,0.001744328,0.001807043,0.0006282108,0.00000717682,0.04106916,0.03667758,0.02931489,0.278295,0.03385818,0.5744457],"study_design_scores_gemma":[0.002366344,0.0001816045,0.00335,0.00008181197,0.00006002916,0.0003037348,0.005592023,0.1674633,0.001685287,0.00008585506,0.8181987,0.0006313145],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5025142,0.00003109702,0.421055,0.0004253365,0.005013783,0.001382874,0.0007823857,0.001141936,0.06765334],"genre_scores_gemma":[0.998877,0.000005131125,0.0001652539,0.0001298237,0.00004183691,0.00008852896,0.00001812414,0.00001371831,0.0006605824],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7843406,"threshold_uncertainty_score":0.9970066,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01143687110926771,"score_gpt":0.2379040206832651,"score_spread":0.2264671495739974,"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."}}