{"id":"W2401553857","doi":"10.5860/rbm.17.1.464","title":"<b>Richard Landon.</b> <i>A Long Way from the Armstrong Beer Parlour: A Life in Rare Books.</i> New Castle, Delaware and Toronto, Ontario: Oak Knoll Books and Thomas Fisher Rare Book Library, 2014. 440p. One illustration. ISBN: 978-1-58456-330-3 (Oak Knoll Press) / 978-0-7727-6113-2 (Thomas Fisher Rare Book Library). $49.95.","year":2016,"lang":"en","type":"article","venue":"RBM A Journal of Rare Books Manuscripts and Cultural Heritage","topic":"Canadian Identity and History","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of British Columbia","keywords":"Head (geology); Library science; Art; History; Gerontology; Art history; Medicine; Computer science; Biology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"not_applicable","genre":"review","about_ca_system":false,"about_ca_topic":true,"confidence":"high","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"not_applicable","genre":"review","about_ca_system":false,"about_ca_topic":true,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005786829,0.001087156,0.001576108,0.0002705095,0.002027227,0.003447805,0.001197956,0.0008286785,0.006351795],"category_scores_gemma":[0.0001469718,0.0008459194,0.0005398353,0.0001825303,0.00108461,0.009582959,0.0004488645,0.001035018,0.00003809664],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009268899,"about_ca_system_score_gemma":0.001922186,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.05237714,"about_ca_topic_score_gemma":0.8100737,"domain_scores_codex":[0.9934149,0.0007682206,0.001717664,0.001234045,0.00137277,0.001492333],"domain_scores_gemma":[0.9957095,0.0003391017,0.001142106,0.0007216228,0.0003023304,0.001785283],"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":[0.000667962,0.0001453911,0.004786864,0.0001348184,0.0004240694,0.0009102094,0.02275831,0.000002190033,0.001364931,0.001914386,0.9620924,0.004798473],"study_design_scores_gemma":[0.004267434,0.0003944323,0.03431206,0.001232642,0.0003506224,0.0002072293,0.003205521,0.000009136551,0.00005546863,0.0003968116,0.9543687,0.001199986],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.3107508,0.5567309,0.00003257168,0.01787873,0.002035571,0.003013932,0.001791786,0.000361202,0.1074045],"genre_scores_gemma":[0.1214472,0.04185644,0.0006462834,0.004998536,0.00354672,0.0001295916,0.0002539101,0.0002994705,0.8268218],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7576965,"threshold_uncertainty_score":0.9993992,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02027691843155632,"score_gpt":0.2025123095094602,"score_spread":0.1822353910779039,"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."}}