{"id":"W2100757113","doi":"10.1017/s0021875807003908","title":"Peter Swirski, From Lowbrow to Nobrow (Montreal and Kingston, London, Ithaca: McGill-Queen's University Press, 2005, $19.95). Pp. 236. Paper: US $22.95, UK £14.99; Cloth: US $75.00, UK £49.00. <scp>isbn</scp>0 7735 3019 3.","year":2007,"lang":"en","type":"article","venue":"Journal of American Studies","topic":"Scottish History and National Identity","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Queen (butterfly); Media studies; Art; Economic history; Art history; Political science; History; Sociology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006372202,0.000450007,0.0009772551,0.0002480721,0.001146931,0.0001492199,0.0004357513,0.0000838963,0.0003368768],"category_scores_gemma":[0.0005825276,0.0004107612,0.0003242659,0.0001771688,0.001133291,0.0007442723,0.000281417,0.0005331108,0.00003882557],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004972547,"about_ca_system_score_gemma":0.00009659232,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01573074,"about_ca_topic_score_gemma":0.006595253,"domain_scores_codex":[0.9971392,0.0001617139,0.000755639,0.0004860654,0.0008389003,0.0006184977],"domain_scores_gemma":[0.9962994,0.0008730363,0.001070308,0.0002756201,0.0009787333,0.0005029007],"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":[0.0004265263,0.0002594992,0.01885324,0.00004070644,0.001268119,0.0005721871,0.005254318,0.00004806749,0.0001660813,0.001606649,0.9705406,0.0009640263],"study_design_scores_gemma":[0.001074623,0.000424571,0.11497,0.0001120346,0.0003188983,0.00004391614,0.007110384,0.00000188829,0.0001067218,0.0001897061,0.8753844,0.0002628498],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9349285,0.0286732,0.00003953778,0.001025988,0.00210668,0.00035425,0.0005532435,0.00008753948,0.0322311],"genre_scores_gemma":[0.9356808,0.03747308,0.0009914063,0.003511438,0.00296692,0.000004169221,0.0000221976,0.00008330099,0.01926667],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09611679,"threshold_uncertainty_score":0.9998344,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0151234947095367,"score_gpt":0.2282248518408015,"score_spread":0.2131013571312648,"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."}}