{"id":"W4410204943","doi":"10.5840/symposium202529115","title":"A Letter, In Absentia","year":2025,"lang":"en","type":"article","venue":"Symposium","topic":"Educational Leadership and Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Art","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003509181,0.00002743681,0.00003652148,0.00006587453,0.0001054509,0.0000452265,0.0001048592,0.0000350678,0.0002131067],"category_scores_gemma":[0.00007614505,0.00002881264,0.0000161311,0.0002425526,0.00005908257,0.000149047,0.000007984218,0.00007040438,0.0001146733],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003760474,"about_ca_system_score_gemma":0.0001865126,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002141948,"about_ca_topic_score_gemma":0.003383935,"domain_scores_codex":[0.9995379,0.0001076197,0.00006441889,0.00008130855,0.00009042173,0.0001182768],"domain_scores_gemma":[0.9997045,0.0001811955,0.00001804213,0.00005859846,0.00001780385,0.000019891],"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":[0.00001718988,0.0001558702,0.0875556,0.0000281052,0.00001723732,0.000004673458,0.03884725,0.000008891229,0.001228217,0.6758161,0.194812,0.001508941],"study_design_scores_gemma":[0.00006177794,0.000001929556,0.006635304,0.00001376591,0.000003416363,5.319157e-8,0.003359844,0.000001487915,0.00009810858,0.003757516,0.9860306,0.00003620633],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02332944,0.0001711033,0.00001169527,0.2739353,0.0009055082,0.00006454282,4.079307e-7,0.00001934901,0.7015627],"genre_scores_gemma":[0.959255,0.00005170646,0.00007990508,0.005640303,0.000239937,0.00001039595,0.000001376089,0.000001648857,0.03471969],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9359256,"threshold_uncertainty_score":0.3237999,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03007002832221045,"score_gpt":0.3616461693727385,"score_spread":0.3315761410505281,"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."}}