{"id":"W4410344544","doi":"10.1080/0950236x.2025.2488618","title":"A letter of sorts","year":2025,"lang":"en","type":"article","venue":"Textual Practice","topic":"Educational Leadership and Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"History; Philosophy; Literature; Art","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":[],"consensus_categories":[],"category_scores_codex":[0.001308233,0.00004421631,0.00007005178,0.00006022493,0.0001930038,0.00004292758,0.0001517793,0.00005513036,0.0006069438],"category_scores_gemma":[0.006034343,0.00004453017,0.000028968,0.0003008385,0.0001748841,0.0008105394,0.00001721082,0.0001467244,0.0001318253],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002841812,"about_ca_system_score_gemma":0.0004229996,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002327849,"about_ca_topic_score_gemma":0.0003380878,"domain_scores_codex":[0.9989803,0.0004016578,0.0001342224,0.0001076197,0.0002434577,0.000132701],"domain_scores_gemma":[0.9959556,0.003591286,0.0001366011,0.0001173124,0.0001651376,0.00003399836],"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":[0.00006632858,0.0002092267,0.0009342632,0.0000199125,0.00005144052,0.000002760605,0.01874813,0.000002000714,0.0001055477,0.7741335,0.1955307,0.01019616],"study_design_scores_gemma":[0.00006214874,0.000009837141,0.00071245,0.00001219963,0.0000379574,6.278198e-7,0.03206166,8.854705e-7,0.00009056387,0.002228922,0.9647384,0.00004437107],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.003343325,0.0002804534,0.0001362667,0.2118047,0.0003322733,0.00008108289,0.000001011932,0.00002387583,0.783997],"genre_scores_gemma":[0.959837,0.00007072093,0.001214177,0.01854802,0.0003040418,0.000006653458,0.000001608319,0.000003007149,0.02001475],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9564937,"threshold_uncertainty_score":0.7224108,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05176716761321962,"score_gpt":0.4224154150400599,"score_spread":0.3706482474268403,"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."}}