{"id":"W7143996544","doi":"10.15027/0002040594","title":"Society5.0 時代における大学院教育 : その将来像と課題 第52 回（2024年度）研究員集会の記録","year":2025,"lang":"en","type":"article","venue":"Institutional Repositories DataBase (IRDB)","topic":"Educational Robotics and Engineering","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Theme (computing); Value (mathematics); Order (exchange); Higher education; Graduate education; Graduate students","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002980382,0.0003993294,0.0001874316,0.001175536,0.003155623,0.004539752,0.0003989525,0.001780642,0.02942096],"category_scores_gemma":[0.003328141,0.000222515,0.000380527,0.001108355,0.001593092,0.002769881,0.001752519,0.002040708,0.007860138],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005242269,"about_ca_system_score_gemma":0.01033486,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03524748,"about_ca_topic_score_gemma":0.051923,"domain_scores_codex":[0.9977258,0.0005024372,0.0001414397,0.0002379178,0.001014391,0.0003780417],"domain_scores_gemma":[0.9974131,0.0002778458,0.0001208083,0.0001277277,0.00162117,0.0004393952],"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":[0.00006850836,0.00007623486,0.005253878,0.0004338055,0.00002021645,0.0001841804,0.003804387,0.0002256062,0.00113252,0.1342427,0.665299,0.189259],"study_design_scores_gemma":[0.000004029927,0.00002379843,0.004836319,0.0001392145,0.000008059013,0.00003666218,0.001542071,0.0000392607,0.0004693821,0.00332872,0.9895552,0.00001725842],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.02418747,0.03326276,0.003471695,0.1975231,0.01693153,0.0002859916,0.002024341,0.0002069059,0.7221062],"genre_scores_gemma":[0.1952881,0.03547175,0.003557556,0.01519213,0.00265266,0.0002486527,0.00256778,0.0001130606,0.7449083],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.03524748,"threshold_uncertainty_score":0.09842294,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00905829298700607,"score_gpt":0.2524993051304671,"score_spread":0.2434410121434611,"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."}}