{"id":"W2187913742","doi":"10.21083/irss.v40i0.2945","title":"Matthew Hammond, ed., &lt;i&gt;New Perspectives on Medieval Scotland 1093-1286&lt;/i&gt;. Studies in Celtic History, 32. Woodbridge: The Boydell Press, 2013. Pp. xvi, 256. ISBN 978-1-84383-853-1. £60.00.","year":2014,"lang":"en","type":"article","venue":"International Review of Scottish Studies","topic":"Historical Studies of British Isles","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Celtic languages; History; Classics; Ancient history","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001051652,0.001659139,0.0008778868,0.002530394,0.001756553,0.004442466,0.001284917,0.00201766,0.06891324],"category_scores_gemma":[0.002182888,0.0008690826,0.0004370152,0.004774663,0.001444501,0.005581193,0.001728182,0.001969232,0.02719793],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00273214,"about_ca_system_score_gemma":0.002377202,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04719253,"about_ca_topic_score_gemma":0.1010664,"domain_scores_codex":[0.9993787,0.0001302215,0.00004646877,0.00009176779,0.0002726421,0.00008013692],"domain_scores_gemma":[0.9990963,0.0003044972,0.0001258416,0.00003547118,0.0002604831,0.000177409],"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":[0.00003406564,0.00001040697,0.0002906042,0.0009173087,0.000009584551,0.0001630453,0.001579089,0.00003779738,0.0001485574,0.003189321,0.8834307,0.1101896],"study_design_scores_gemma":[0.000006106633,0.00001007225,0.00125977,0.0009765298,0.000008612686,0.0002266319,0.001483938,0.00001745977,0.00006378666,0.0009865786,0.9949517,0.000008905085],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005061246,0.9366966,0.0002511753,0.01952712,0.004621728,0.00001138437,0.0002805316,0.0000826102,0.03802271],"genre_scores_gemma":[0.01154284,0.792717,0.0006903351,0.004044678,0.003244752,0.00003522387,0.0004200563,0.0001160897,0.187189],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.06891324,"threshold_uncertainty_score":0.2305377,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04679316922233159,"score_gpt":0.2872824066377275,"score_spread":0.2404892374153959,"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."}}