{"id":"W2055791859","doi":"10.1186/bf03352437","title":"Regional geoelectrical complexity of the Western Canada Basin from magnetotelluric tensor invariants","year":2014,"lang":"en","type":"article","venue":"Earth Planets and Space","topic":"Geophysical and Geoelectrical Methods","field":"Earth and Planetary Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Geological Survey of Canada; University of Alberta","funders":"University of Alberta","keywords":"Magnetotellurics; Curse of dimensionality; Geology; Structural basin; Invariant (physics); Tensor (intrinsic definition); Geophysics; Geometry; Geomorphology; Mathematics; Statistics; Engineering; Electrical resistivity and conductivity","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001372863,0.0001851087,0.000158101,0.002038461,0.0004342915,0.0009518665,0.0001797481,0.00008706179,0.0008570668],"category_scores_gemma":[0.0008572441,0.0001071154,0.0001655026,0.002423676,0.0006235283,0.0002257904,0.0005513243,0.0001650453,0.00008225286],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003681002,"about_ca_system_score_gemma":0.002801439,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8720229,"about_ca_topic_score_gemma":0.9429945,"domain_scores_codex":[0.999873,0.000008608603,0.000006652866,0.00002399974,0.0000504174,0.00003728275],"domain_scores_gemma":[0.9996426,0.00004351283,0.00006633511,0.00002404222,0.0001742691,0.00004926655],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002372474,0.00001955899,0.9117983,0.00006444876,0.0001518361,0.0002855965,0.002223872,0.01563837,0.0224291,0.002014041,0.001036668,0.04410101],"study_design_scores_gemma":[0.000001908584,0.000002355167,0.9958163,0.000004153577,0.000008778242,0.00002349318,0.0003465237,0.002857639,0.0003760534,0.0001260177,0.0004279333,0.000008777288],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966515,0.00008147784,0.0005892098,0.00003302915,9.76708e-7,0.000005842491,0.000855087,0.00001438993,0.001768661],"genre_scores_gemma":[0.9989179,0.00004590757,0.000251567,0.000002169833,7.759002e-7,0.000001436077,0.0004677636,0.000002952284,0.0003093268],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1279771,"threshold_uncertainty_score":0.2574616,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02162401363263266,"score_gpt":0.1964743298309864,"score_spread":0.1748503161983537,"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."}}