{"id":"W4321763676","doi":"10.15353/acmla.n171.5295","title":"Book Reviews","year":2023,"lang":"en","type":"article","venue":"Bulletin - Association of Canadian Map Libraries and Archives (ACMLA)","topic":"Geographic Information Systems Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; Queen's University; University of Lethbridge; University of Calgary","funders":"","keywords":"Atlas (anatomy); Cartography; Art history; Queen (butterfly); Library science; History; Geography; Medicine; Computer science; Biology; Zoology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006719793,0.001048184,0.001258848,0.00371513,0.001339074,0.006335243,0.001866457,0.002010262,0.5556958],"category_scores_gemma":[0.003870259,0.0005102978,0.0006735509,0.00606889,0.0005758686,0.003279396,0.001598371,0.0024559,0.5838743],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001421987,"about_ca_system_score_gemma":0.002918392,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003846057,"about_ca_topic_score_gemma":0.008298242,"domain_scores_codex":[0.9986646,0.000107051,0.00006518836,0.0001884209,0.0008837847,0.00009079979],"domain_scores_gemma":[0.9975018,0.0002596156,0.0001106993,0.0001589358,0.001636125,0.0003328568],"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":[0.000004593011,0.0000104347,0.00002251881,0.0002161434,0.000001899437,0.00002000453,0.00002130751,0.00002346289,0.00007433841,0.001142337,0.9396057,0.05885719],"study_design_scores_gemma":[0.000001705895,0.000003330654,0.00005369056,0.000161485,0.000001314873,0.00003743044,0.00002397879,0.000005210052,0.00001508209,0.0002711193,0.9994234,0.000002285925],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002529892,0.08868405,0.0009330419,0.01070379,0.03364931,0.0001670749,0.003074946,0.0008474517,0.8616873],"genre_scores_gemma":[0.0008287994,0.03209263,0.0008340202,0.004905681,0.005043297,0.00008165802,0.00218675,0.0002852696,0.9537418],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4443042,"threshold_uncertainty_score":0.633746,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01533578129409855,"score_gpt":0.2229191778983803,"score_spread":0.2075833966042818,"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."}}