{"id":"W4412120344","doi":"10.5194/epsc-dps2025-717","title":"Beyond Bulk Chemistry: Enhancing the Science Return of Landed In Situ X-ray Spectrometers","year":2025,"lang":"en","type":"preprint","venue":"","topic":"X-ray Spectroscopy and Fluorescence Analysis","field":"Physics and Astronomy","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"In situ; Spectrometer; X-ray; Engineering physics; Nanotechnology; Materials science; Physics; Optics; Meteorology","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":[0.003899111,0.0009936648,0.0008578287,0.002072608,0.000772189,0.005377406,0.002359447,0.001946577,0.01660026],"category_scores_gemma":[0.008254655,0.0003939361,0.0004977882,0.001755609,0.001290518,0.01129897,0.00372265,0.001905412,0.00992302],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001281059,"about_ca_system_score_gemma":0.001368701,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008374786,"about_ca_topic_score_gemma":0.001520839,"domain_scores_codex":[0.9980039,0.0003289562,0.0000417194,0.0004043116,0.001032952,0.0001882036],"domain_scores_gemma":[0.9944807,0.0009794584,0.0003849777,0.001352071,0.002098613,0.0007041624],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0009191898,0.0003993244,0.03476641,0.001379787,0.0001435947,0.000973127,0.001116653,0.005351984,0.2009799,0.05090923,0.06017848,0.6428823],"study_design_scores_gemma":[0.0001371998,0.0009250091,0.01522074,0.0004059893,0.0001481466,0.001615314,0.002829087,0.022135,0.1879212,0.1045626,0.6639462,0.0001535687],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3327715,0.02944973,0.4073799,0.05136158,0.003683095,0.0003665828,0.00786949,0.01655594,0.1505621],"genre_scores_gemma":[0.6902151,0.01577317,0.2526633,0.005223092,0.002235499,0.0002071934,0.005870859,0.003550871,0.02426104],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01660026,"threshold_uncertainty_score":0.05553335,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006645320733839191,"score_gpt":0.2551165128925093,"score_spread":0.2484711921586701,"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."}}