{"id":"W4385888176","doi":"10.55274/r0011240","title":"L51972 Encroachment Monitoring via Earth Observation Data","year":2001,"lang":"en","type":"report","venue":"","topic":"Infrastructure Maintenance and Monitoring","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre For Cold Ocean Resources Engineering","funders":"","keywords":"Remote sensing; Truck; Earth observation; Synthetic aperture radar; Multispectral image; Panchromatic film; Satellite; Environmental science; Geology; Engineering","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":[0.0003679039,0.0002259291,0.0001333104,0.001315984,0.0002366118,0.0003419943,0.0002141696,0.000165107,0.002074012],"category_scores_gemma":[0.0005475218,0.0001222184,0.00007027364,0.001366321,0.0001337571,0.0003289958,0.0002654114,0.0001834652,0.0007847748],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005126814,"about_ca_system_score_gemma":0.00108508,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0787814,"about_ca_topic_score_gemma":0.1603654,"domain_scores_codex":[0.9995042,0.00006468539,0.00001308775,0.00003760456,0.0003402685,0.00004009909],"domain_scores_gemma":[0.9994606,0.00007351883,0.00008722089,0.00005014328,0.0002839161,0.00004462529],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005710924,0.000696874,0.513847,0.0001841473,0.00006694729,0.0010546,0.0004216263,0.02284706,0.05549277,0.0008038016,0.0301777,0.3738364],"study_design_scores_gemma":[0.0001362046,0.0004588877,0.8487882,0.00004533536,0.00003964539,0.0003062138,0.0005194134,0.06164635,0.03182924,0.0002605394,0.05593343,0.00003655358],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8982095,0.0002589599,0.0182426,0.0002944494,0.00001832592,0.0003752159,0.01718192,0.001037893,0.06438109],"genre_scores_gemma":[0.927573,0.0003641131,0.01776779,0.00004906581,0.0000168318,0.00009351118,0.02821138,0.0000773074,0.025847],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0787814,"threshold_uncertainty_score":0.1566457,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08974633065160383,"score_gpt":0.2975580470335957,"score_spread":0.2078117163819919,"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."}}