{"id":"W4234537692","doi":"10.1515/9780748684793-003","title":"Author’s preface and introductory essay","year":2013,"lang":"en","type":"book-chapter","venue":"Edinburgh University Press eBooks","topic":"Scottish History and National Identity","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Queen's University","keywords":"History","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001229449,0.0002551017,0.0002780179,0.0001993351,0.0004974502,0.0001323107,0.0002770085,0.0002064111,0.006464858],"category_scores_gemma":[0.000009992963,0.0003052816,0.0001053836,0.000001764972,0.0006669036,0.0002967485,0.0002218591,0.0004097569,0.00004235054],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001675276,"about_ca_system_score_gemma":0.00008828958,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003773856,"about_ca_topic_score_gemma":0.0001650821,"domain_scores_codex":[0.9989365,0.00002222293,0.0001515731,0.000420509,0.000298827,0.0001703439],"domain_scores_gemma":[0.9991198,0.0000684976,0.0001764023,0.000269917,0.0002383234,0.0001270948],"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":[0.00001692746,0.000005835133,4.222717e-7,0.00002066397,0.00007794478,0.00001656989,0.002555651,2.922064e-7,0.000004506899,0.700078,0.2963533,0.0008699125],"study_design_scores_gemma":[0.0002093384,0.00002689189,0.000004708693,0.00006207446,0.0001417978,0.000002758863,0.0001155261,0.000005258514,0.00001225976,0.006312146,0.9927751,0.0003321591],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002782838,0.000483085,0.000004922764,0.00006972251,0.001903424,0.0002636117,0.00009794647,0.0001205838,0.9967784],"genre_scores_gemma":[0.001207954,0.00004637381,0.00002394935,0.00004103958,0.001704623,9.51843e-7,0.00002950644,0.00002537783,0.9969202],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6964217,"threshold_uncertainty_score":0.9999399,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03388126313766791,"score_gpt":0.1951407054492133,"score_spread":0.1612594423115454,"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."}}