{"id":"W4389763557","doi":"10.1109/mias.2023.3325608","title":"IAS Distinguished Lecturers for 2024–2025 [Chapter News]","year":2023,"lang":"en","type":"article","venue":"IEEE Industry Applications Magazine","topic":"Academic Publishing and Open Access","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Mathematics education; Computer science; Engineering; Engineering physics; Mathematics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002192187,0.001629537,0.0008437741,0.001850146,0.001237672,0.006789524,0.001876799,0.003597328,0.5717505],"category_scores_gemma":[0.004061345,0.000519248,0.001123874,0.001941626,0.0004013438,0.003125422,0.002687699,0.003878814,0.6435195],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001397841,"about_ca_system_score_gemma":0.002859552,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002415618,"about_ca_topic_score_gemma":0.005404406,"domain_scores_codex":[0.9983976,0.0001360196,0.00009222983,0.0002003845,0.0008804455,0.000293228],"domain_scores_gemma":[0.9962271,0.0001476803,0.0001964806,0.0002131814,0.00162479,0.001590867],"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":[0.00001435504,0.00001222844,0.00002072131,0.00004211314,7.06022e-7,0.00001203368,0.000004318871,0.00001122575,0.0001048225,0.0003832473,0.9823794,0.01701486],"study_design_scores_gemma":[0.000004405812,0.00001013681,0.0001275546,0.00004460441,8.628313e-7,0.00001181168,0.00001172844,0.00001970053,0.00004758368,0.0001113582,0.9996076,0.00000275966],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.0007245371,0.008117224,0.002056437,0.0246695,0.1695019,0.0005678589,0.008197938,0.005258244,0.7809063],"genre_scores_gemma":[0.00120939,0.002329067,0.0007213654,0.003605639,0.00982542,0.0001498225,0.004400202,0.0005855608,0.9771736],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.5717505,"threshold_uncertainty_score":0.6108459,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1436759452662549,"score_gpt":0.4288597292402,"score_spread":0.2851837839739451,"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."}}