{"id":"W4406492565","doi":"10.23900/2359-1552v14n1-26-2025","title":"PERSPECTIVAS BIBLIOMÉTRICAS SOBRE O SENSORIAMENTO REMOTO NA CLASSIFICAÇÃO DO SOLO URBANO","year":2025,"lang":"pt","type":"article","venue":"Revista Políticas Públicas & Cidades","topic":"Remote-Sensing Image Classification","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact","funders":"","keywords":"Political science; 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","scholarly_communication","insufficient_payload"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.001346368,0.00181096,0.002092334,0.006247703,0.000798533,0.004114134,0.001460277,0.001277342,0.0005290947],"category_scores_gemma":[0.002567677,0.001968742,0.00105338,0.01393575,0.0007000154,0.0008246706,0.0005154297,0.00196441,0.001954998],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002493396,"about_ca_system_score_gemma":0.000535812,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001029414,"about_ca_topic_score_gemma":0.000009008047,"domain_scores_codex":[0.9903983,0.0008100753,0.002470151,0.002587044,0.001402662,0.002331793],"domain_scores_gemma":[0.9922518,0.00122273,0.0006711014,0.004021669,0.0009580773,0.0008746391],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005384001,0.001536933,0.002070065,0.005451832,0.003307343,0.0008731319,0.0043304,0.0004448517,0.3810381,0.1556741,0.3489842,0.09575059],"study_design_scores_gemma":[0.003779178,0.0004311179,0.0130406,0.004522111,0.002550026,0.0005854538,0.005003268,0.0703636,0.02570099,0.001478413,0.8680974,0.004447875],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2326801,0.09645897,0.1831757,0.09720156,0.01368581,0.01580683,0.0010426,0.01283875,0.3471097],"genre_scores_gemma":[0.9689899,0.003327275,0.003805228,0.0005885098,0.001047191,0.00005114778,0.00008671777,0.0004699819,0.02163402],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7363098,"threshold_uncertainty_score":0.9994636,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02429236056563481,"score_gpt":0.3060592033837439,"score_spread":0.2817668428181091,"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."}}