{"id":"W64667201","doi":"","title":"Studying ligands, metals and their complexes in aqueous systems using soft x-ray spectroscopy","year":2005,"lang":"en","type":"article","venue":"Geochimica et Cosmochimica Acta Supplement","topic":"X-ray Spectroscopy and Fluorescence Analysis","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Spectroscopy; Aqueous solution; Synchrotron; Materials science; Soft X-ray emission spectroscopy; Electron; Chemistry; Analytical Chemistry (journal); Chemical physics; Optics; Physical chemistry; Physics; Time-resolved spectroscopy","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":[0.0001880605,0.0002826753,0.0002503118,0.0003368839,0.0002988552,0.0006933397,0.0003630247,0.0003866697,0.001020351],"category_scores_gemma":[0.0002015073,0.0001776338,0.0002040112,0.0004044169,0.0002475091,0.0005858723,0.0004507066,0.0004070814,0.0005351734],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003123352,"about_ca_system_score_gemma":0.0001424077,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006098917,"about_ca_topic_score_gemma":0.000652097,"domain_scores_codex":[0.9998258,0.00002413162,0.00001076388,0.00004048342,0.00008420218,0.00001482054],"domain_scores_gemma":[0.9999398,0.00002475926,0.00000916402,0.000006048452,0.00001478161,0.000005385754],"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":[0.00004531629,0.00003139944,0.0003605844,0.0004248569,0.00001653246,0.00009360741,0.00009322211,0.0006411517,0.9817742,0.001540691,0.0002701376,0.01470826],"study_design_scores_gemma":[0.000007593591,0.0001656761,0.0009094838,0.0000351723,0.00001723832,0.0002059961,0.0001557698,0.004637202,0.9804996,0.0006546055,0.01269623,0.00001552026],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8657552,0.03891858,0.07617874,0.0005871846,0.0001568021,0.000170817,0.0006398552,0.0005557229,0.01703716],"genre_scores_gemma":[0.8837214,0.0272565,0.07217911,0.0002635978,0.00006644183,0.0001886812,0.0005025536,0.00006940735,0.0157522],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001020351,"threshold_uncertainty_score":0.003413379,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01885495726384245,"score_gpt":0.2756399344464214,"score_spread":0.256784977182579,"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."}}