{"id":"W1510785768","doi":"10.3138/flor.25.011","title":"Some Recent Books on Scottish Literature","year":2008,"lang":"en","type":"article","venue":"Florilegium","topic":"Scottish History and National Identity","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Scots; Scope (computer science); Criticism; Action (physics); History; Literature; Classics; Art; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00007865639,0.0001215436,0.0001209665,0.0001158682,0.0005585821,0.0001100111,0.0001401234,0.00004961264,0.002616287],"category_scores_gemma":[0.00003883268,0.000115474,0.00007663908,0.00003964252,0.0001469195,0.0004882532,0.00002099275,0.0001962749,0.0009450404],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007029728,"about_ca_system_score_gemma":0.00004473516,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000299322,"about_ca_topic_score_gemma":0.0001034322,"domain_scores_codex":[0.9991371,0.00003268536,0.0001468615,0.0002146561,0.0002970744,0.0001716475],"domain_scores_gemma":[0.9995102,0.00003142434,0.00005110872,0.0001881647,0.0001504086,0.00006864076],"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":[0.00002336664,0.00004893955,0.00001965064,0.000006611253,0.00001004012,0.00004692452,0.003064866,0.000002044231,0.000002006047,0.3147692,0.6819416,0.00006473414],"study_design_scores_gemma":[0.0002091554,0.00006877763,0.000401396,0.00003666823,0.000006082622,0.00001298464,0.00003662883,0.00000579873,0.00003271046,0.004946298,0.9940972,0.0001462451],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.06391682,0.006276161,0.000011048,0.001740417,0.3169088,0.0004363277,0.0002569248,0.0004914182,0.609962],"genre_scores_gemma":[0.1481701,0.001057179,0.0001613963,0.006453591,0.2569209,0.00006326989,0.0002770449,0.00006587428,0.5868307],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3121556,"threshold_uncertainty_score":0.9998329,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04095402023622984,"score_gpt":0.2204260367795613,"score_spread":0.1794720165433314,"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."}}