{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008906,0.0004051386,0.0002003207,0.002030955,0.0004445759,0.0006784662,0.0003555118,0.0003908918,0.00713931],"category_scores_gemma":[0.001642331,0.0002748221,0.0001472726,0.001975335,0.0002063329,0.0006842858,0.0005432672,0.0003619693,0.003604673],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008825336,"about_ca_system_score_gemma":0.001741679,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08566505,"about_ca_topic_score_gemma":0.1307429,"domain_scores_codex":[0.9987555,0.0001966417,0.00004729322,0.00009088941,0.0008260511,0.00008364306],"domain_scores_gemma":[0.9980167,0.0004711204,0.0002196636,0.0002237303,0.0009728064,0.0000959675],"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":[0.001037992,0.001170148,0.3701865,0.0004441265,0.0001345379,0.00151472,0.0009863719,0.02043155,0.03528487,0.002910484,0.1444273,0.4214714],"study_design_scores_gemma":[0.0002676022,0.001094738,0.6166507,0.0001908505,0.00007424668,0.0004766288,0.001136234,0.03008744,0.04357063,0.0007300269,0.3056255,0.00009542822],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4968637,0.0006423002,0.02116983,0.001418491,0.0001232243,0.001706775,0.09922922,0.002386222,0.3764603],"genre_scores_gemma":[0.686757,0.001425649,0.02608514,0.0002687493,0.00007023016,0.0006629165,0.1161315,0.0002876013,0.1683113],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08566505,"threshold_uncertainty_score":0.1703328,"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."}}