{"id":"W4230101799","doi":"10.1080/03086530208583136","title":"Book reviews","year":2002,"lang":"en","type":"article","venue":"The Journal of Imperial & Commonwealth History","topic":"Scottish History and National Identity","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick; Mount Allison University","funders":"","keywords":"Empire; History; Classics; Media studies; Ancient history; Sociology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001345253,0.000114373,0.0003029089,0.0001149847,0.0004160882,0.00002303899,0.0004399858,0.00003118314,0.03404668],"category_scores_gemma":[0.0001344008,0.0000767454,0.0001732109,0.00002248353,0.0003532036,0.0004496515,0.00002694395,0.0003330477,0.0004154745],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005290349,"about_ca_system_score_gemma":0.00007453944,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001200539,"about_ca_topic_score_gemma":0.0002622833,"domain_scores_codex":[0.9984115,0.0004046091,0.0006580188,0.00006152729,0.000308045,0.0001562743],"domain_scores_gemma":[0.9986211,0.0001501012,0.0007314574,0.0002149017,0.0001843902,0.00009801869],"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":[0.00005707013,0.00006045559,0.000002895224,0.00001758572,0.00001457583,0.000004390052,0.01567611,9.693388e-7,0.0000845428,0.00604253,0.9768541,0.00118475],"study_design_scores_gemma":[0.0003138513,0.0001619022,0.0000311173,0.00003916068,0.00005207522,0.00004771394,0.0001043599,0.00000631372,0.00000733838,0.0001795297,0.9989699,0.00008674951],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.01797715,0.8346954,0.00001253078,0.002662425,0.0167836,0.0002892126,0.000007883683,0.00003145789,0.1275403],"genre_scores_gemma":[0.3479683,0.1090912,0.0001525512,0.05567573,0.03123634,0.00002080617,0.00000629231,0.0001175015,0.4557312],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.7256042,"threshold_uncertainty_score":0.9668363,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08758951575273279,"score_gpt":0.2484479286414611,"score_spread":0.1608584128887283,"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."}}