{"id":"W1590854920","doi":"10.5772/5409","title":"Mine-suspected Area Reduction Using Aerial and Satellite Images","year":2008,"lang":"en","type":"book-chapter","venue":"","topic":"Geophysical Methods and Applications","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Satellite; Reduction (mathematics); Remote sensing; Geography; Computer science; Environmental science; Computer vision; Engineering; Mathematics; Aerospace engineering; Geometry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00001875129,0.0002016292,0.0002178189,0.00005543886,0.00005164163,0.00002312597,0.00004320342,0.000147468,0.0001257928],"category_scores_gemma":[0.000003572185,0.0001958874,0.00005525013,0.00002571065,0.00005839868,0.00004058078,0.00001912971,0.0001577676,0.00002531814],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002804832,"about_ca_system_score_gemma":0.000006710523,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001789949,"about_ca_topic_score_gemma":0.000001347933,"domain_scores_codex":[0.9994469,0.000003602486,0.0001632873,0.0001952124,0.00007381519,0.0001172015],"domain_scores_gemma":[0.9996796,0.0000218629,0.00003060354,0.0001739663,0.00003391506,0.00006007138],"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":[0.00002657792,0.0000418454,0.000004537826,0.0002830669,0.0003629108,0.00002636535,0.0002546766,0.001099395,0.7129363,0.07005525,0.01041253,0.2044965],"study_design_scores_gemma":[0.0009738655,0.0001024024,0.001285984,0.000383566,0.0004868989,0.000492799,0.00004689869,0.008289588,0.02787098,0.06268096,0.8943782,0.003007795],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01669208,0.001707284,0.006921663,0.00005983586,0.0005438967,0.0004238136,0.00004888614,0.0006354067,0.9729671],"genre_scores_gemma":[0.05258157,0.01523226,0.3362788,0.0000375167,0.005432138,0.00005172844,0.0002241943,0.0004774447,0.5896843],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8839657,"threshold_uncertainty_score":0.7988057,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03194376482739454,"score_gpt":0.2422848347599908,"score_spread":0.2103410699325963,"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."}}