{"id":"W4376114076","doi":"10.3366/scot.2023.0458","title":"Global Scotland?","year":2023,"lang":"en","type":"article","venue":"Scottish Affairs","topic":"Scottish History and National Identity","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Political science","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002107211,0.0001094192,0.0001234744,0.0001137155,0.000391174,0.0001798926,0.0002105818,0.0000390504,0.004184849],"category_scores_gemma":[0.00006653704,0.0001137927,0.0000940462,0.0002058462,0.0002114456,0.0003755348,0.00005799178,0.00006653811,0.006645632],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007533278,"about_ca_system_score_gemma":0.00005118432,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002779622,"about_ca_topic_score_gemma":0.006124676,"domain_scores_codex":[0.9989831,0.00003251545,0.0001689435,0.0002310999,0.0003179097,0.0002663578],"domain_scores_gemma":[0.9995647,0.00003695026,0.00004938666,0.0001696928,0.00009394853,0.00008534184],"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":[0.000009777783,0.00002569503,0.002164995,0.00001414877,0.00002303765,0.0000363319,0.001050667,0.00001199257,0.000004911636,0.4132858,0.5817499,0.00162279],"study_design_scores_gemma":[0.0003462114,0.00003911916,0.009365782,0.00002867159,0.00001852771,0.000007761925,0.002339174,0.00005696224,0.00001614217,0.02570165,0.9618328,0.0002472597],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1019936,0.0003038454,0.000009888296,0.0005818503,0.004056848,0.0001460106,0.0001451987,0.0007902869,0.8919725],"genre_scores_gemma":[0.9503994,0.00002478376,0.00002379785,0.000138084,0.0009059783,0.00001575589,0.00008270302,0.00001300165,0.04839648],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8484058,"threshold_uncertainty_score":0.9967254,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02715399067260474,"score_gpt":0.2431329783561213,"score_spread":0.2159789876835166,"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."}}