{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004899039,0.001204044,0.001452514,0.0008489496,0.0142014,0.008953342,0.002681616,0.07228966,0.01888304],"category_scores_gemma":[0.02896181,0.001261915,0.002249808,0.0004986062,0.002818051,0.005024674,0.004370239,0.07640062,0.008264505],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005419965,"about_ca_system_score_gemma":0.01085001,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01027421,"about_ca_topic_score_gemma":0.03011823,"domain_scores_codex":[0.996011,0.0006124958,0.0004298122,0.0006005815,0.001088825,0.001257339],"domain_scores_gemma":[0.9872741,0.003556046,0.0004949429,0.0002934156,0.002877441,0.005504104],"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":[0.00003229346,0.00003622627,0.0003230555,0.00002940291,0.000008828229,0.0005732038,0.0001487776,0.00001704237,0.0001025353,0.0006811451,0.995903,0.002144571],"study_design_scores_gemma":[0.00007825957,0.0001068794,0.002703231,0.0003036294,0.00004044483,0.0008691533,0.002112993,0.0001978041,0.00018415,0.002139888,0.9912062,0.00005734079],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.0004952194,0.0009421407,0.00008530469,0.8764813,0.1192908,0.0000186614,0.00004005428,0.00002787384,0.002618537],"genre_scores_gemma":[0.003585718,0.0007130865,0.0001415712,0.9050783,0.05049609,0.00004151352,0.00004118818,0.00004110985,0.0398614],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.07228966,"threshold_uncertainty_score":0.06317008,"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."}}