{"id":"W4387970075","doi":"10.1109/mcom.2023.10298068","title":"In Memoriam: Raymond Pickholtz 1932-2022","year":2023,"lang":"en","type":"article","venue":"IEEE Communications Magazine","topic":"Education and Military Integration","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"George (robot); Wife; Art history; Library science; Sociology; Management; Art; Computer science; Law; Political science","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001054708,0.000078351,0.0001072353,0.0002927026,0.0004864281,0.00003900356,0.0008494181,0.000070517,0.0006441951],"category_scores_gemma":[0.0004097094,0.0000861576,0.00004464652,0.001641599,0.0002534924,0.0003256131,0.00007564341,0.0002303411,0.00267976],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001614033,"about_ca_system_score_gemma":0.0002486425,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002292067,"about_ca_topic_score_gemma":0.05319704,"domain_scores_codex":[0.9987694,0.0003863893,0.0002585521,0.000149187,0.0002090467,0.0002274437],"domain_scores_gemma":[0.9983925,0.0003232557,0.00005576175,0.001021528,0.0001289347,0.00007798977],"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":[0.000008012567,0.0002912111,0.002725657,0.000007756464,0.00001175235,0.000002652779,0.06403001,0.00003616187,0.002003557,0.09867696,0.8271271,0.005079136],"study_design_scores_gemma":[0.0001825807,0.00001109933,0.006260995,0.00001262079,0.00000520225,5.140107e-7,0.01133564,0.0002810362,0.00004663676,0.003886502,0.9778703,0.000106914],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2180542,0.001143736,0.0001752007,0.2061193,0.009776757,0.001087715,0.00004104247,0.0007485796,0.5628534],"genre_scores_gemma":[0.8783966,0.00535213,0.001433489,0.001249241,0.0007690465,0.0002717645,0.0002075384,0.0000214865,0.1122987],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6603424,"threshold_uncertainty_score":0.9980968,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06473542925730955,"score_gpt":0.3819531979902768,"score_spread":0.3172177687329673,"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."}}