{"id":"W4309174421","doi":"10.1007/s42438-022-00357-6","title":"Review of Gary Hall (2021). A Stubborn Fury: How Writing Works in Elitist Britain","year":2022,"lang":"en","type":"article","venue":"Postdigital Science and Education","topic":"American History and Culture","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"History; Art; Literature","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":[0.0006275642,0.00006433644,0.0001030917,0.0001217567,0.0002685594,0.0001764588,0.0001781989,0.000009432015,0.0001419545],"category_scores_gemma":[0.0002014941,0.00006477968,0.00001972446,0.001077067,0.0001774966,0.001427316,0.0001361278,0.00009143485,0.00000589984],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000916924,"about_ca_system_score_gemma":0.0002081831,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002703313,"about_ca_topic_score_gemma":0.00002062151,"domain_scores_codex":[0.9992344,0.000008248829,0.0001325865,0.0002084385,0.0002575213,0.000158797],"domain_scores_gemma":[0.9996002,0.00001109161,0.000130419,0.00009893134,0.0001451668,0.00001415362],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000143591,0.0003055146,0.01647633,0.001539306,0.000003057514,0.000003786103,0.0005652042,0.000003505655,0.0004553888,0.005758785,0.06941911,0.9054556],"study_design_scores_gemma":[0.0003754971,0.00008947536,0.08904175,0.005827069,0.00004688659,0.00004486063,0.05660519,0.0001928748,0.00002036565,0.00351221,0.8434932,0.0007506349],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7411026,0.05739943,0.00001550862,0.01213281,0.0007330676,0.0006252282,0.000009420017,0.00004104586,0.1879409],"genre_scores_gemma":[0.994359,0.000430382,0.00002943122,0.004602184,0.0001712605,0.0000377351,0.00002686711,0.000004208556,0.0003389982],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.904705,"threshold_uncertainty_score":0.2641639,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008574065548350874,"score_gpt":0.2250435952801812,"score_spread":0.2164695297318303,"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."}}