{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004563011,0.0003252972,0.000265867,0.00153221,0.0005536415,0.0007445102,0.0003935197,0.0003008704,0.001716831],"category_scores_gemma":[0.0007960397,0.000177169,0.0003050579,0.002479887,0.0004476786,0.0003595328,0.0003711704,0.0002131839,0.000282615],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001651948,"about_ca_system_score_gemma":0.0009702741,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1566861,"about_ca_topic_score_gemma":0.4093103,"domain_scores_codex":[0.9997001,0.00003244256,0.00001008551,0.00009549451,0.0001113983,0.00005043113],"domain_scores_gemma":[0.9994116,0.0001173677,0.0001525662,0.00003407133,0.0002378643,0.00004645501],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002772845,0.00004704982,0.9141232,0.000263246,0.0001615461,0.0002214661,0.004780747,0.0009291238,0.03206404,0.0002659792,0.0006097069,0.04625662],"study_design_scores_gemma":[0.000001480332,0.00007287871,0.9895837,0.00002492521,0.00004041029,0.00006407886,0.001720171,0.0007713505,0.003842855,0.00004844515,0.003822423,0.000007300904],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945394,0.0004290646,0.001116834,0.00004866385,0.000004449702,0.00002824329,0.001329433,0.0000487443,0.002455152],"genre_scores_gemma":[0.9886311,0.0004271877,0.004138669,0.0000319648,0.000004781534,0.0000413348,0.001709391,0.00002623026,0.004989337],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1566861,"threshold_uncertainty_score":0.3115482,"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."}}