{"id":"W4229622492","doi":"10.7765/9780719097126.00007","title":"Introduction","year":2017,"lang":"en","type":"book-chapter","venue":"Manchester 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":"","keywords":"Expatriate; Colonialism; Diaspora; Empire; Variety (cybernetics); Politics; History; Government (linguistics); Ethnic group; Ethnology; Genealogy; Political science; Geography; Sociology; Anthropology; Gender studies; Ancient history; Law; Archaeology; Philosophy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006647028,0.0007085496,0.0005108857,0.001463706,0.002121294,0.00491846,0.001463104,0.002334519,0.3994171],"category_scores_gemma":[0.002331357,0.0002707498,0.0004469316,0.0016613,0.001030608,0.003769118,0.002793118,0.002154949,0.2245404],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002250396,"about_ca_system_score_gemma":0.001899176,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002744632,"about_ca_topic_score_gemma":0.003680102,"domain_scores_codex":[0.9991893,0.00009737883,0.00003852761,0.0001771344,0.0003938847,0.0001038021],"domain_scores_gemma":[0.9991817,0.000161875,0.00003997978,0.00009462614,0.0003729555,0.0001488888],"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":[0.00001862396,0.00003913152,0.0001797017,0.0002705232,0.000002060984,0.0001027884,0.0006379358,0.00008124363,0.0002267972,0.07069457,0.816094,0.1116526],"study_design_scores_gemma":[7.826682e-7,0.000005449305,0.0000906334,0.00007999079,3.369763e-7,0.00004016271,0.00009147596,0.000006924286,0.00001991926,0.001810561,0.9978522,0.000001521384],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0008010517,0.00934894,0.00183997,0.00906908,0.01005433,0.0001192572,0.001574087,0.0004365976,0.9667567],"genre_scores_gemma":[0.004861903,0.007553365,0.001171168,0.003405003,0.002694362,0.0000894141,0.001704595,0.0002390897,0.9782811],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6005828,"threshold_uncertainty_score":0.8566586,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04760466401095358,"score_gpt":0.1893860379808661,"score_spread":0.1417813739699126,"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."}}