{"id":"W1940567947","doi":"10.21083/irss.v21i0.782","title":"A Small Nation's Dilemma: Scotland's Struggle for a Cultural Indentity","year":2008,"lang":"en","type":"article","venue":"International Review of Scottish Studies","topic":"Scottish History and National Identity","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Dilemma; History; Sociology; Philosophy; Epistemology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003485564,0.0001536434,0.0003791525,0.0001258091,0.0003963866,0.00004162559,0.0003284361,0.000026584,0.000598779],"category_scores_gemma":[0.001350567,0.0001326406,0.0002528517,0.00006038061,0.0004610794,0.0005635151,0.00009089628,0.00008688576,0.00004418939],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001188145,"about_ca_system_score_gemma":0.00006452531,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001843541,"about_ca_topic_score_gemma":0.001037349,"domain_scores_codex":[0.9985787,0.00003754619,0.0005310312,0.0002363578,0.0004778735,0.0001385192],"domain_scores_gemma":[0.9968361,0.0002090044,0.0003448294,0.0001158076,0.002457762,0.0000364605],"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":[0.00006665579,0.0003328028,0.00337812,0.004490437,0.001174935,0.00001583692,0.005308707,0.000003719612,0.00004881416,0.3215595,0.6601347,0.003485819],"study_design_scores_gemma":[0.000688019,0.00008124584,0.002087395,0.003549607,0.0001049087,0.00002856849,0.0005487208,0.000009941001,0.0001140131,0.004164472,0.9883672,0.0002559313],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5106562,0.3871216,0.000192157,0.006435313,0.01392607,0.002530493,0.001397619,0.0002240296,0.07751651],"genre_scores_gemma":[0.8515842,0.1210671,0.001051873,0.00188135,0.002432218,0.0004259903,0.0003366983,0.00003131928,0.02118924],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.340928,"threshold_uncertainty_score":0.6556211,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1858958335136005,"score_gpt":0.3404539886720341,"score_spread":0.1545581551584336,"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."}}