{"id":"W2100900466","doi":"10.1142/s0218625x02001781","title":"SOFT X-RAY MICROSCOPY OF SOFT MATTER — HARD INFORMATION FROM TWO SOFTS","year":2002,"lang":"en","type":"article","venue":"Surface Review and Letters","topic":"Electron and X-Ray Spectroscopy Techniques","field":"Materials Science","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Brockhouse Institute for Materials Research","funders":"","keywords":"Soft matter; XANES; Context (archaeology); Absorption (acoustics); Microscopy; Materials science; Absorption edge; Polymer; Nanotechnology; Optics; Analytical Chemistry (journal); Chemistry; Optoelectronics; Physics; Spectroscopy; Composite material; Organic chemistry","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":[0.00033884,0.0004942135,0.0004340574,0.0008324804,0.0003591714,0.001194261,0.000446077,0.0008770215,0.006774444],"category_scores_gemma":[0.0004569593,0.0003154456,0.0002236798,0.0004154958,0.0008497455,0.001547225,0.0007906845,0.001230931,0.002614093],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003790003,"about_ca_system_score_gemma":0.0002076838,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001210359,"about_ca_topic_score_gemma":0.0002501772,"domain_scores_codex":[0.9997329,0.00004436922,0.00001409695,0.00003911188,0.0001488527,0.00002064417],"domain_scores_gemma":[0.9996816,0.0001312005,0.00003624074,0.00006014766,0.0000573818,0.00003340116],"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":[0.0001510815,0.00003318033,0.000467322,0.0009032764,0.00003652291,0.0004962747,0.0001241457,0.0006624327,0.8907295,0.0245612,0.003618299,0.07821676],"study_design_scores_gemma":[0.00003084701,0.0001762371,0.003240718,0.0001866508,0.0000358267,0.002488345,0.0002523557,0.007589562,0.870914,0.03075547,0.0842701,0.00005994923],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.380456,0.1068322,0.3919186,0.006858224,0.002592732,0.0001757798,0.001007348,0.002410679,0.1077485],"genre_scores_gemma":[0.7006471,0.04099807,0.1726305,0.001715269,0.0005794804,0.0001265309,0.0007893028,0.0003411128,0.08217262],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006774444,"threshold_uncertainty_score":0.02266282,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0103279333435158,"score_gpt":0.2577020161656479,"score_spread":0.2473740828221321,"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."}}