{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["bibliometrics"],"consensus_categories":[],"category_scores_codex":[0.01160203,0.0009396704,0.001571474,0.04542097,0.002606962,0.01427575,0.001285166,0.001202648,0.009510458],"category_scores_gemma":[0.04487428,0.0005543454,0.001259906,0.1197175,0.001846937,0.008394056,0.003179913,0.0009042805,0.00287232],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004787375,"about_ca_system_score_gemma":0.006050045,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02524151,"about_ca_topic_score_gemma":0.02879061,"domain_scores_codex":[0.9836591,0.003762038,0.001851336,0.001621038,0.008465365,0.0006410892],"domain_scores_gemma":[0.9473467,0.02267535,0.007426698,0.003908606,0.01791641,0.0007262411],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0002482115,0.0001426021,0.2320808,0.009565739,0.001029802,0.0004483434,0.02243125,0.008114275,0.005626377,0.1352882,0.04735309,0.5376713],"study_design_scores_gemma":[0.00004106673,0.0001590179,0.3377991,0.002698313,0.0008014801,0.0006779369,0.03803052,0.01050151,0.009855341,0.07214479,0.5269901,0.0003006921],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3438266,0.03929529,0.1070109,0.02918712,0.001532249,0.0008373614,0.0592309,0.003342869,0.4157367],"genre_scores_gemma":[0.8827383,0.01983238,0.04976994,0.0008722597,0.000794747,0.0006977112,0.01437631,0.0004365774,0.03048184],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9545791,"threshold_uncertainty_score":0.06135815,"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."}}