{"id":"W2160989945","doi":"10.1109/igarss.1993.322395","title":"Integration of multispectral and textural analysis applied to SPOT imagery in urban areas","year":2002,"lang":"en","type":"article","venue":"","topic":"Remote-Sensing Image Classification","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Multispectral image; Panchromatic film; Computer science; Multispectral pattern recognition; Artificial intelligence; Remote sensing; Pattern recognition (psychology); Cartography; Geography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0002822821,0.0005548222,0.0002218016,0.00244242,0.0004390675,0.0008028842,0.0003194791,0.0003933009,0.003948204],"category_scores_gemma":[0.0004059701,0.0001741553,0.0004069467,0.001920007,0.0003474675,0.0003561501,0.0002367443,0.000193382,0.00164604],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007098496,"about_ca_system_score_gemma":0.0006181982,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09573496,"about_ca_topic_score_gemma":0.3084271,"domain_scores_codex":[0.9998274,0.00001900623,0.000006645327,0.00001598459,0.0001032093,0.00002770997],"domain_scores_gemma":[0.9997732,0.00003410187,0.0000135745,0.00002152598,0.0001463863,0.00001118693],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001831488,0.0001099338,0.008849146,0.00039395,0.00008461023,0.0008377595,0.0003781682,0.02126527,0.1974254,0.004015436,0.008220484,0.7582367],"study_design_scores_gemma":[0.00003519384,0.0003423031,0.2917576,0.0002118679,0.0003167943,0.003178608,0.001349411,0.3763393,0.2096125,0.007688021,0.1089229,0.0002454584],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1678992,0.002534412,0.7220792,0.0008905188,0.0003569657,0.0004356702,0.002379555,0.006663569,0.09676088],"genre_scores_gemma":[0.4331252,0.001903941,0.5277422,0.0003012955,0.0001051735,0.0000992521,0.001631381,0.000456226,0.03463537],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.09573496,"threshold_uncertainty_score":0.1903554,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01455143331403803,"score_gpt":0.2117900447888484,"score_spread":0.1972386114748104,"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."}}