{"id":"W2089250749","doi":"10.1103/physrevb.73.184507","title":"Inversion techniques for optical conductivity data","year":2006,"lang":"en","type":"article","venue":"Physical Review B","topic":"Physics of Superconductivity and Magnetism","field":"Physics and Astronomy","cited_by":64,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Conductivity; Inversion (geology); Optical conductivity; Superconductivity; Phonon; Omega; Electron; Physics; Condensed matter physics; Quantum mechanics; Geology","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":[0.001153301,0.0005859369,0.0004531622,0.001650707,0.0007563932,0.001696081,0.00151503,0.000686752,0.01430242],"category_scores_gemma":[0.005201257,0.0003973801,0.0007345343,0.001878062,0.0007710885,0.003103728,0.001759181,0.00169431,0.006508246],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000545703,"about_ca_system_score_gemma":0.0009794688,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001369547,"about_ca_topic_score_gemma":0.002372759,"domain_scores_codex":[0.9993283,0.0001206975,0.0000634168,0.0001112452,0.0003112593,0.00006511024],"domain_scores_gemma":[0.9984096,0.0005610419,0.0001080311,0.0005244593,0.0003634841,0.00003340937],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002196098,0.0001085944,0.0008897939,0.000537905,0.00008633299,0.000392147,0.0006213367,0.01519846,0.06966888,0.2689078,0.01349317,0.629876],"study_design_scores_gemma":[0.00009627853,0.0001488438,0.0010393,0.0002304544,0.00006651768,0.001579478,0.0006299494,0.3774157,0.1388082,0.3360305,0.1438129,0.0001418873],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.005196202,0.0003427229,0.9838045,0.000259423,0.0001006856,0.000100994,0.0004198784,0.001323084,0.00845249],"genre_scores_gemma":[0.08487957,0.0008248241,0.9039345,0.000249584,0.0000908962,0.0002582188,0.00101303,0.0004264682,0.008322877],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01430242,"threshold_uncertainty_score":0.04784638,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04939832529318811,"score_gpt":0.3369257988938497,"score_spread":0.2875274736006616,"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."}}