{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002868512,0.00010027,0.0001268007,0.0001111909,0.0009151313,0.0002893748,0.00038402,0.0000824169,0.001289585],"category_scores_gemma":[0.002318124,0.0000877322,0.00006188976,0.0003909075,0.00009031417,0.0003291983,0.0001307465,0.0001630867,0.0003380766],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002074089,"about_ca_system_score_gemma":0.0004250851,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002852223,"about_ca_topic_score_gemma":0.01248077,"domain_scores_codex":[0.9981918,0.000392314,0.0002091358,0.0002850591,0.0006226836,0.0002989792],"domain_scores_gemma":[0.9989737,0.0004519588,0.00007340694,0.0002671785,0.00009920425,0.0001345163],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004784933,0.0002813471,0.002547253,0.000009073677,0.0001068247,0.00000537867,0.09641568,0.0002728918,0.00007053266,0.5759616,0.2627473,0.06153431],"study_design_scores_gemma":[0.0001485668,0.00002400537,0.00138733,0.00001998308,0.00002862368,1.458848e-7,0.01661674,0.0001118748,0.0001043666,0.003492918,0.9779431,0.0001223223],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.0597656,0.0001429797,0.00298825,0.5952165,0.0009480236,0.0005976327,0.000002969113,0.0003480991,0.3399899],"genre_scores_gemma":[0.7843993,0.00006070052,0.008010752,0.01786279,0.0001991446,0.00005957558,0.000005681809,0.000009027736,0.1893931],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7246336,"threshold_uncertainty_score":0.9996234,"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."}}