{"id":"W7062366897","doi":"","title":"On use of inhomogeneous media for elimination of ill-posedness in the inverse problem","year":2014,"lang":"en","type":"dissertation","venue":"Mspace (University of Manitoba)","topic":"Nuclear reactor physics and engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Inverse scattering problem; Inverse problem; Inversion (geology); Conformal map; Inverse; Iterative method; Scattering; Born approximation","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":[0.0007346908,0.0009145854,0.000390171,0.0004705702,0.0004374451,0.0009659317,0.0005632208,0.0006376344,0.002028348],"category_scores_gemma":[0.001577671,0.0002680219,0.0008069163,0.0003276168,0.0008051689,0.0009988634,0.001242903,0.001101689,0.0006894351],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002605556,"about_ca_system_score_gemma":0.0005722509,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004687356,"about_ca_topic_score_gemma":0.000742947,"domain_scores_codex":[0.9995782,0.0001312192,0.00002086601,0.00005744168,0.0001845609,0.0000276898],"domain_scores_gemma":[0.9992581,0.0004443641,0.00007439187,0.00007256347,0.0001294998,0.00002098305],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001571381,0.0001417575,0.001425592,0.001141602,0.0001060628,0.0009248133,0.0009857641,0.1866659,0.3579778,0.2235786,0.003051039,0.2238438],"study_design_scores_gemma":[0.0000262476,0.0002123259,0.0005504289,0.0001815565,0.00006067258,0.0009369981,0.0002104476,0.7890561,0.1365886,0.03598982,0.03612138,0.00006556355],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.008841688,0.000620004,0.9851639,0.0001813549,0.00005958522,0.00004167942,0.00001885749,0.0001233072,0.004949597],"genre_scores_gemma":[0.1407377,0.002593332,0.8494216,0.0002156156,0.00009429374,0.0001604875,0.0001158276,0.0001922866,0.006468917],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002028348,"threshold_uncertainty_score":0.006785512,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01474436190872107,"score_gpt":0.1794132625347357,"score_spread":0.1646689006260147,"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."}}