{"id":"W2084978392","doi":"10.1016/s0168-583x(00)00156-7","title":"The Guelph PIXE software package III: Alternative proton database","year":2000,"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":366,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Guelph","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Database; Complement (music); Proton; Production (economics); Computer science; Contrast (vision); Materials science; Physics; Chemistry; Nuclear physics","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008688113,0.0001906458,0.0002430059,0.0001044428,0.001013469,0.0005602624,0.0001579815,0.00003467405,0.001302582],"category_scores_gemma":[0.00001471798,0.0001288462,0.00003927584,0.0003692119,0.0003178479,0.0006392873,0.0001111615,0.000466353,0.00001765286],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000514465,"about_ca_system_score_gemma":0.00003207747,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001769709,"about_ca_topic_score_gemma":0.00002388452,"domain_scores_codex":[0.9982,0.0004365607,0.0002885043,0.0004111573,0.000273758,0.00039001],"domain_scores_gemma":[0.9992165,0.0001736324,0.0000963382,0.0003009009,0.0001077313,0.0001048952],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001204669,0.0006156856,0.006374845,0.00007740401,0.0004658409,0.000005039634,0.001902856,0.00003315441,0.2340952,0.01182369,0.0003688518,0.7430328],"study_design_scores_gemma":[0.00502733,0.001295025,0.009318201,0.0009673894,0.0001830627,0.00003590483,0.01343082,0.003988405,0.7694926,0.04384223,0.1510703,0.00134876],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993839,0.00001446397,0.003101853,0.00009510823,0.0002135395,0.0005883485,0.00006698678,0.00002402624,0.002056636],"genre_scores_gemma":[0.9893175,0.000422946,0.00845826,0.00003280496,0.0005935365,0.0002273123,0.00004532392,0.00003641598,0.0008659346],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.741684,"threshold_uncertainty_score":0.9996104,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03277862004151143,"score_gpt":0.3979973852804509,"score_spread":0.3652187652389395,"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."}}