{"id":"W2190311151","doi":"10.14393/rcg165628803","title":"ANÁLISE DA DINÂMICA DO USO E COBERTURA DO SOLO EM BLUMENAU (SC), UTILIZANDO FERRAMENTAS DE GEOPROCESSAMENTO","year":2015,"lang":"pt","type":"article","venue":"Caminhos de Geografia","topic":"Geography and Environmental Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Discovery Air (Canada)","funders":"","keywords":"Geography; Physics","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001126746,0.001206411,0.0009369947,0.000214783,0.000976578,0.0007618772,0.00138154,0.0005910539,0.004505612],"category_scores_gemma":[0.0001248684,0.001179257,0.0005322462,0.001009328,0.001956412,0.0006637313,0.001774048,0.0007972901,0.002234362],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001619889,"about_ca_system_score_gemma":0.00009319291,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00198128,"about_ca_topic_score_gemma":0.0004444191,"domain_scores_codex":[0.9929033,0.0003149347,0.0009268427,0.001713793,0.001421497,0.002719667],"domain_scores_gemma":[0.9965008,0.0001219384,0.0004364246,0.001152525,0.00003775558,0.001750545],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004248254,0.001466787,0.8916778,0.0001514086,0.0005325248,0.000287413,0.02329493,0.0008315608,0.001883445,0.00007869791,0.05449475,0.02487583],"study_design_scores_gemma":[0.007170274,0.00172859,0.7197748,0.0004381754,0.001138463,0.0003451441,0.06525682,0.001603111,0.002255653,0.002620702,0.194146,0.003522231],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9773098,0.01124836,0.0001849897,0.0006070219,0.000849196,0.001062438,0.0002805505,0.0001817995,0.008275859],"genre_scores_gemma":[0.9915133,0.002275707,0.0004907807,0.001334089,0.0002281072,0.0002501901,0.00009987337,0.0001184137,0.003689563],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.171903,"threshold_uncertainty_score":0.9990658,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02525272091769921,"score_gpt":0.2487591628693298,"score_spread":0.2235064419516306,"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."}}