{"id":"W2309778837","doi":"10.1080/00690805.2003.9714233","title":"The Current Trend of Mapping in Nigeria","year":2003,"lang":"en","type":"article","venue":"Cartography","topic":"Geological Modeling and Analysis","field":"Earth and Planetary Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ambrose University","funders":"","keywords":"Regional science; Geography; Cartography; State (computer science); Quality (philosophy); Business; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002467965,0.0000473253,0.00008900142,0.000091011,0.00006444034,0.00001184277,0.00008286938,0.00001611202,0.0001100596],"category_scores_gemma":[0.000032755,0.00002732111,0.0000959449,0.0005138716,0.00005473859,0.00001823502,0.000001716909,0.00007232025,0.000009713371],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":3.012074e-7,"about_ca_system_score_gemma":0.000006083204,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008830829,"about_ca_topic_score_gemma":0.002272919,"domain_scores_codex":[0.9994675,0.00007121374,0.0001400535,0.00009625965,0.00008290528,0.0001420922],"domain_scores_gemma":[0.9997558,0.0000697587,0.00003282347,0.00009788726,0.00001061052,0.00003311174],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000001151267,0.000005143979,0.8880028,0.000002494327,0.000005229178,4.888909e-7,0.00008409312,0.001907165,0.000003544237,0.00007807759,0.00006836028,0.1098415],"study_design_scores_gemma":[0.0001890905,0.0000410113,0.8530297,0.00002416591,0.00001071283,9.654112e-7,0.0005443204,0.003418535,0.00003562979,0.007763111,0.1348006,0.0001421307],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9827901,0.008765542,0.0002798307,0.00007641784,0.0002049865,0.00003285129,0.000007474875,0.000008969446,0.007833859],"genre_scores_gemma":[0.9994748,0.0003430354,0.0001355526,0.00001367678,0.00001133612,4.593526e-7,0.000007539551,4.6336e-7,0.00001312102],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1347323,"threshold_uncertainty_score":0.1268342,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02049903812648253,"score_gpt":0.216560287870121,"score_spread":0.1960612497436384,"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."}}