{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006331636,0.0001038601,0.0002610524,0.0006571279,0.000971971,0.0001445388,0.0001767052,0.00007871597,0.0007090483],"category_scores_gemma":[0.00047861,0.0001061573,0.00008968081,0.0005936347,0.0002240041,0.0001962516,0.00005634565,0.00009198723,0.0002057678],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002548121,"about_ca_system_score_gemma":0.0001860052,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01872045,"about_ca_topic_score_gemma":0.02032235,"domain_scores_codex":[0.9985937,0.0002093582,0.0003851136,0.000133976,0.0002627881,0.0004150753],"domain_scores_gemma":[0.9988343,0.000463138,0.0003240748,0.0001141483,0.00003087029,0.00023348],"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":[0.000002870162,0.000002330762,0.01751997,0.00005089894,0.00003258183,9.081784e-7,0.01979334,0.000001011526,0.000001808309,0.1221539,0.8383722,0.002068101],"study_design_scores_gemma":[0.00012345,0.00001154506,0.02237151,0.00005300153,0.000008466697,1.09522e-7,0.005668689,0.000004828461,0.000003188454,0.002413659,0.9692318,0.0001097902],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001668061,0.01175487,0.00001718034,0.2375637,0.0007736644,0.0009124242,0.000173395,0.0002019214,0.7469348],"genre_scores_gemma":[0.04030199,0.06989203,0.001851922,0.01460444,0.001066168,0.0002236247,0.0002093717,0.00005107919,0.8717993],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2229592,"threshold_uncertainty_score":0.9975542,"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."}}