{"id":"W4242889350","doi":"10.4324/9781003073956-14","title":"Chapter XII","year":2020,"lang":"en","type":"book-chapter","venue":"","topic":"Scottish History and National Identity","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; History","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":[0.0002439696,0.0006528249,0.000305829,0.001515249,0.001467339,0.004809963,0.0006555976,0.0007823145,0.3477407],"category_scores_gemma":[0.0007527479,0.0002433523,0.0003243208,0.001717072,0.0007856326,0.002178216,0.001323763,0.001475247,0.1851707],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002339887,"about_ca_system_score_gemma":0.001594375,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005945628,"about_ca_topic_score_gemma":0.01208879,"domain_scores_codex":[0.9997538,0.00002970014,0.000009330443,0.00005032607,0.0001219851,0.00003481899],"domain_scores_gemma":[0.9997877,0.00003330174,0.00001261624,0.00002645364,0.00008989258,0.00004998115],"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":[0.00001900887,0.00003454104,0.0001405231,0.0001591347,0.000002371808,0.00006865356,0.0005843076,0.00009152975,0.0003746688,0.07966156,0.8266991,0.09216462],"study_design_scores_gemma":[8.844386e-7,0.000003804465,0.0001317927,0.0000661361,6.122823e-7,0.0000328219,0.00009913275,0.00001045983,0.0000375952,0.002276467,0.9973388,0.000001323649],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003531073,0.004883853,0.0004994469,0.001235456,0.001669736,0.0000378775,0.0003914811,0.0001263833,0.9908025],"genre_scores_gemma":[0.001573984,0.001961735,0.0002141508,0.0002933574,0.0002935186,0.00001476488,0.0002746838,0.00006295787,0.9953108],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6522593,"threshold_uncertainty_score":0.9303688,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06209712357527757,"score_gpt":0.2059127429054736,"score_spread":0.143815619330196,"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."}}