{"id":"W2587603401","doi":"10.1038/srep42143","title":"Non-patchy strategy for inter-atomic distances from Extended X-ray Absorption Fine Structure","year":2017,"lang":"en","type":"article","venue":"Scientific Reports","topic":"X-ray Diffraction in Crystallography","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Absorption (acoustics); Computer science; Computational biology; Materials science; Crystallography; Physics; Chemistry; Biology; Optics","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":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009794111,0.0002563203,0.000324891,0.0001577921,0.00132476,0.00243004,0.0006285037,0.0001383358,0.0011776],"category_scores_gemma":[0.0002188087,0.0002188587,0.0001838106,0.0001273808,0.000668695,0.001304274,0.0001321349,0.0001337531,0.00003602676],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006707646,"about_ca_system_score_gemma":0.0001634857,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002502862,"about_ca_topic_score_gemma":0.0006182457,"domain_scores_codex":[0.9969946,0.00003227228,0.0006938035,0.001292284,0.0005372973,0.0004497409],"domain_scores_gemma":[0.99611,0.00005704705,0.001255173,0.002137139,0.0002867928,0.0001538454],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00004723009,0.00005765733,0.002603734,0.0000324449,0.00001265716,0.00005137745,0.0001709634,0.0001133345,0.9867475,0.00006730156,0.008889745,0.001206052],"study_design_scores_gemma":[0.0009445549,0.0001440277,0.09473982,0.0002142294,0.0001083702,0.00007233976,0.0005085104,0.001117298,0.571332,0.2838661,0.0460019,0.0009508162],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9686131,0.00005839498,0.006753938,0.0001089905,0.02313832,0.0005636191,0.0001995256,0.0001115806,0.0004524761],"genre_scores_gemma":[0.994964,0.000002073243,0.002636834,0.00001277993,0.000324323,0.00006830733,0.0002135138,0.00002731841,0.001750846],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4154155,"threshold_uncertainty_score":0.9999754,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01942360109824289,"score_gpt":0.2876922381686896,"score_spread":0.2682686370704467,"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."}}