{"id":"W4413361196","doi":"10.1109/procomm64814.2025.00031","title":"Workshop: So You Think You Want to Be a Department Chair","year":2025,"lang":"en","type":"article","venue":"","topic":"Evaluation of Teaching Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Computer science","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":[],"consensus_categories":[],"category_scores_codex":[0.002282029,0.0005972847,0.0002697997,0.0001845243,0.004219397,0.002667875,0.00114648,0.002851348,0.08744716],"category_scores_gemma":[0.006694481,0.0004183081,0.0006912213,0.0001824336,0.0009278512,0.001638783,0.003387221,0.003871005,0.03497341],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000981963,"about_ca_system_score_gemma":0.001601265,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002152478,"about_ca_topic_score_gemma":0.004648425,"domain_scores_codex":[0.9989752,0.0004856387,0.00003824796,0.00009336867,0.0001340197,0.0002737067],"domain_scores_gemma":[0.9959711,0.0005459925,0.0001738401,0.0001966248,0.0008309286,0.002281382],"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":[0.0005467189,0.001410888,0.002372756,0.0003843141,0.00002268896,0.00134174,0.02076,0.0002216395,0.006572437,0.002892075,0.9147673,0.04870746],"study_design_scores_gemma":[0.000171753,0.001390677,0.006386253,0.0003529474,0.00002796679,0.001019699,0.06550308,0.0002991323,0.002852298,0.002009016,0.9198574,0.0001297625],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.2704784,0.001391076,0.03085874,0.1751898,0.03822751,0.006395736,0.003264027,0.003495873,0.4706988],"genre_scores_gemma":[0.4869933,0.001223333,0.02594657,0.03108864,0.003001633,0.003826545,0.00133689,0.0004866675,0.4460964],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.08744716,"threshold_uncertainty_score":0.2925399,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1137714751176409,"score_gpt":0.4526485173748914,"score_spread":0.3388770422572505,"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."}}