{"id":"W2219130851","doi":"10.1017/cbo9780511800146.017","title":"Numerical techniques","year":2009,"lang":"en","type":"other","venue":"","topic":"Numerical methods in inverse problems","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science","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":[0.001502289,0.001438808,0.001606473,0.002444961,0.001047625,0.002610118,0.001938598,0.001509556,0.06582814],"category_scores_gemma":[0.005560591,0.0005979848,0.001753714,0.00214691,0.001009039,0.002058446,0.002645905,0.002623106,0.04801073],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001038298,"about_ca_system_score_gemma":0.001262272,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001431839,"about_ca_topic_score_gemma":0.001702782,"domain_scores_codex":[0.9982231,0.0003617426,0.0001351582,0.0002636217,0.0009291049,0.00008717788],"domain_scores_gemma":[0.9982672,0.0003619366,0.0001006997,0.0005141885,0.0006839375,0.00007206723],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001086158,0.00007980043,0.0006816602,0.00172071,0.0001505342,0.0001807133,0.0002900381,0.0369996,0.008106597,0.4059759,0.1449354,0.4007703],"study_design_scores_gemma":[0.00005865352,0.00007730622,0.0008470681,0.0005629441,0.0000735736,0.0004820646,0.0001015979,0.1331212,0.007644566,0.2236799,0.6332748,0.00007629606],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.001652122,0.01422845,0.7964503,0.001697404,0.002686206,0.0002064172,0.001674352,0.002288801,0.1791159],"genre_scores_gemma":[0.09206519,0.0240527,0.5528033,0.001154509,0.002113987,0.0009965143,0.004166719,0.003552461,0.3190947],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.06582814,"threshold_uncertainty_score":0.2202171,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07283011122713155,"score_gpt":0.3906334413989057,"score_spread":0.3178033301717741,"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."}}