{"id":"W4385887536","doi":"10.55274/r0011273","title":"L51973 Encroachment Monitoring Via Earth Observation Data","year":2001,"lang":"en","type":"report","venue":"","topic":"Offshore Engineering and Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre For Cold Ocean Resources Engineering","funders":"","keywords":"Pipeline (software); Earth observation; Remote sensing; Environmental science; Environmental resource management; Engineering; Geology; Aerospace engineering; Satellite; Mechanical engineering","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"],"consensus_categories":[],"category_scores_codex":[0.0002941795,0.0003787029,0.0003655127,0.0002067981,0.00004001487,0.0000658542,0.0007395832,0.0004866704,0.0000602266],"category_scores_gemma":[0.00009008252,0.0003706385,0.00005834114,0.0002505162,0.00001725226,0.0001962222,0.0002651279,0.0005962307,0.00006939075],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002026013,"about_ca_system_score_gemma":0.00006223165,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000151292,"about_ca_topic_score_gemma":0.00001499851,"domain_scores_codex":[0.9982831,0.000004619485,0.000378273,0.0004103401,0.0005495606,0.0003740818],"domain_scores_gemma":[0.9981969,0.00003443536,0.00004876879,0.001584536,0.00007892316,0.00005646117],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002869748,0.00007046179,0.01408741,0.001702614,0.0009201031,0.0001772025,0.00005101841,0.06471006,0.001854105,0.00009904791,0.1604105,0.7559146],"study_design_scores_gemma":[0.00009104521,0.00002064033,0.004543875,0.0002471648,0.00007161775,0.00004984414,0.00002831127,0.02657082,0.003750515,0.00003496003,0.9639208,0.0006703602],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02964859,0.03320476,0.3331487,0.000265239,0.03814437,0.001552888,0.00037408,0.04310776,0.5205536],"genre_scores_gemma":[0.7433131,0.07926093,0.1005009,0.00001151408,0.009774445,0.0002275373,0.004483524,0.0008374829,0.06159052],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8035103,"threshold_uncertainty_score":0.9998745,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1194145970763619,"score_gpt":0.2866471048092333,"score_spread":0.1672325077328715,"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."}}