{"id":"W4389478567","doi":"10.3366/irss.2023.0021","title":"The Frank Watson Book Prize in Scottish History","year":2023,"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":"Watson; History; Art history; Classics; Computer science; Natural language processing","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001181186,0.0001509812,0.0003510207,0.0001960318,0.0002274547,0.00003565489,0.0005069986,0.00002635965,0.00142091],"category_scores_gemma":[0.001329056,0.0001176907,0.0001763869,0.0001100643,0.0006196522,0.0004426729,0.0001604884,0.0001658862,0.000372246],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003958949,"about_ca_system_score_gemma":0.00008483788,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001651311,"about_ca_topic_score_gemma":0.001152695,"domain_scores_codex":[0.9980888,0.00009349906,0.0006809675,0.0002420122,0.0006939695,0.0002007661],"domain_scores_gemma":[0.9982957,0.0005558094,0.0002917453,0.0001921748,0.0006349609,0.00002957895],"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":[0.00001199034,0.00003782107,0.0003928415,0.0008492304,0.0001620436,0.00001480566,0.001693259,0.000001138977,0.00001301227,0.1014942,0.8897074,0.005622256],"study_design_scores_gemma":[0.000189903,0.00002102711,0.002488754,0.003920004,0.00002499791,0.00000237571,0.0004660759,0.000008838197,0.00001458917,0.002024652,0.9907145,0.0001242891],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.005239618,0.8779949,0.000001494248,0.006881175,0.007430978,0.0004506769,0.00004380088,0.00009445591,0.1018629],"genre_scores_gemma":[0.04177042,0.8423069,0.00002751485,0.003517027,0.0009142645,0.0002346598,0.00005376512,0.00002903158,0.1111465],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.1010071,"threshold_uncertainty_score":0.9994919,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07075260913286183,"score_gpt":0.315782383112771,"score_spread":0.2450297739799091,"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."}}