{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002446991,0.001487954,0.001195702,0.001148256,0.003237417,0.005547426,0.001446999,0.004481257,0.05887072],"category_scores_gemma":[0.0106146,0.0003366243,0.0007087124,0.000633047,0.001446552,0.002931421,0.00241381,0.009266279,0.05787395],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003331963,"about_ca_system_score_gemma":0.004060945,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003751495,"about_ca_topic_score_gemma":0.007606099,"domain_scores_codex":[0.9981828,0.0002643628,0.0001329813,0.0003489405,0.0008634729,0.0002072791],"domain_scores_gemma":[0.9941612,0.0007717399,0.0002895582,0.0001783181,0.002919042,0.001680092],"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":[0.000007291429,0.000003112036,0.0000238549,0.00001105146,0.000001142856,0.00003300688,0.00001501981,0.000006449451,0.00002004815,0.0002408075,0.996502,0.003136233],"study_design_scores_gemma":[0.000004080976,0.00001176813,0.00009254007,0.0000611185,0.000002571815,0.0001329362,0.00007842823,0.00002342979,0.00007041978,0.0002958928,0.999221,0.000005907483],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"other","genre_scores_codex":[0.0002763168,0.01153975,0.0005948627,0.3579923,0.6061389,0.00005542079,0.0003902079,0.0002854324,0.02272683],"genre_scores_gemma":[0.006568357,0.01252892,0.0007870619,0.203129,0.2986253,0.0001288948,0.000444677,0.0003766917,0.4774111],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.05887072,"threshold_uncertainty_score":0.1969422,"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."}}