{"id":"W4206109460","doi":"10.1016/j.nimb.2021.05.004","title":"The Guelph PIXE Software Package V","year":2021,"lang":"en","type":"article","venue":"Nuclear Instruments and Methods in Physics Research Section B Beam Interactions with Materials and Atoms","topic":"X-ray Spectroscopy and Fluorescence Analysis","field":"Physics and Astronomy","cited_by":41,"is_retracted":false,"has_abstract":false,"ca_institutions":"Bedford Institute of Oceanography; Campbell Scientific (Canada); University of Guelph","funders":"Natural Sciences and Engineering Research Council of Canada; California Institute of Technology; National Aeronautics and Space Administration","keywords":"Software package; Computer science; Software; Environmental science; Operating system","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007449061,0.0001569798,0.000230111,0.0000832317,0.0009772321,0.0006559371,0.0001057025,0.00003912416,0.0004121506],"category_scores_gemma":[0.00003478503,0.0001099369,0.00004348952,0.000452993,0.0002451015,0.0003913138,0.0001634276,0.0004263353,0.00001043652],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004442399,"about_ca_system_score_gemma":0.00005276798,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000424711,"about_ca_topic_score_gemma":0.00003539188,"domain_scores_codex":[0.998324,0.0004556657,0.000255644,0.000369347,0.0002352062,0.0003601064],"domain_scores_gemma":[0.9991391,0.000224013,0.00008501286,0.0002771407,0.0001804794,0.00009423764],"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":[0.0002481648,0.0004069906,0.01239904,0.00005461016,0.0003824078,0.000007365954,0.001050831,0.00001145067,0.5924529,0.0322996,0.0004552792,0.3602313],"study_design_scores_gemma":[0.002268497,0.0005007082,0.02630593,0.0004939701,0.0001427707,0.00005020604,0.02120199,0.0008688329,0.7820725,0.05782319,0.1073941,0.0008772166],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9917154,0.0000407399,0.005582302,0.0002443894,0.0004262038,0.0001892304,0.00003179628,0.00002268893,0.001747192],"genre_scores_gemma":[0.9844371,0.0002982722,0.01392372,0.00003994409,0.000509711,0.00005607175,0.00002634081,0.00003095944,0.0006778643],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3593541,"threshold_uncertainty_score":0.7516178,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03168854715318641,"score_gpt":0.3939011758429092,"score_spread":0.3622126286897228,"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."}}