{"id":"W4408524300","doi":"10.46427/gold2024.23552","title":"The BioXAS sector at the Canadian Light Source: Three Beamlines to Tackle the Challenge Raised by Wildfire, Thawing Permafrost, and Metalloid Remediation","year":2024,"lang":"en","type":"article","venue":"","topic":"Atmospheric and Environmental Gas Dynamics","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Permafrost; Environmental science; Environmental remediation; Metalloid; Earth science; Geology; Materials science; Contamination; Ecology; Metallurgy; Oceanography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006951408,0.0008665997,0.0006652625,0.001060208,0.007185524,0.003965557,0.002006274,0.002150605,0.01171758],"category_scores_gemma":[0.001126895,0.0004352248,0.000784611,0.001447564,0.002445455,0.001530841,0.002361632,0.004565474,0.001305031],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0323965,"about_ca_system_score_gemma":0.07650196,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6655189,"about_ca_topic_score_gemma":0.9057382,"domain_scores_codex":[0.997472,0.0001751219,0.00002117523,0.0002474905,0.001256346,0.0008278663],"domain_scores_gemma":[0.9963233,0.0001712284,0.0001437532,0.0002143907,0.001600881,0.0015464],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002963358,0.001096805,0.06974356,0.0006924804,0.0004743426,0.0005844367,0.003239982,0.00740902,0.2155909,0.01808158,0.5500008,0.1301227],"study_design_scores_gemma":[0.001863923,0.001298261,0.134391,0.0002862433,0.0003727481,0.0003018322,0.004914654,0.01317457,0.1056021,0.005797694,0.7316549,0.0003420157],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5315967,0.01267957,0.03718849,0.1693415,0.00352103,0.002403734,0.03841034,0.0148492,0.1900095],"genre_scores_gemma":[0.7389807,0.006080449,0.1200143,0.02263231,0.000467794,0.0009084143,0.01889573,0.002087926,0.08993243],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9676035,"threshold_uncertainty_score":0.6729017,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006423027280490071,"score_gpt":0.1911027911355927,"score_spread":0.1846797638551026,"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."}}