{"id":"W4244960473","doi":"10.1179/175622708x282983","title":"Book Reviews","year":2008,"lang":"en","type":"article","venue":"Names","topic":"Geographic Information Systems Studies","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003756596,0.00003726373,0.0001002425,0.0000390205,0.0006205077,0.00001041813,0.00008390431,0.00002850471,0.0004063535],"category_scores_gemma":[0.0001550696,0.00003059065,0.00004860851,0.0001583919,0.0001667966,0.0001889846,0.00001340828,0.0000336028,0.0007952816],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001715053,"about_ca_system_score_gemma":0.00002628292,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003436186,"about_ca_topic_score_gemma":0.0001348172,"domain_scores_codex":[0.9994481,0.0000501558,0.0001462268,0.0000472071,0.0001826214,0.0001256851],"domain_scores_gemma":[0.9997511,0.0000264653,0.00005892285,0.00007588479,0.00005608108,0.00003157089],"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":[5.496925e-7,0.000004384678,0.01851296,0.000008612226,0.00000558772,0.000001091321,0.05531659,1.665306e-7,9.407842e-7,0.007567599,0.9165148,0.002066688],"study_design_scores_gemma":[0.00003610881,0.000003394836,0.004022731,0.000009494646,0.000001258156,0.000001175715,0.00174821,3.490515e-7,0.000002456243,0.00006537473,0.9940702,0.00003920876],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.006295745,0.06366841,0.00006294133,0.003181407,0.0004797395,0.0003768206,0.000001026821,0.0001389081,0.925795],"genre_scores_gemma":[0.6266053,0.09794188,0.000658527,0.01099471,0.0008113249,0.0001426486,0.000002590919,0.000009856642,0.2628331],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6629619,"threshold_uncertainty_score":0.9999827,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04905329291804658,"score_gpt":0.3166676299522861,"score_spread":0.2676143370342395,"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."}}