{"id":"W2906792976","doi":"10.1016/j.apradiso.2018.12.033","title":"Assessing zinc from a nail clipping using mono-energetic portable X-ray fluorescence","year":2018,"lang":"en","type":"article","venue":"Applied Radiation and Isotopes","topic":"Trace Elements in Health","field":"Nursing","cited_by":17,"is_retracted":false,"has_abstract":false,"ca_institutions":"Mount Allison University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Clipping (morphology); Reproducibility; Zinc; Standard deviation; Normalization (sociology); Materials science; Optics; X-ray; Analytical Chemistry (journal); Physics; Chemistry; Mathematics; Statistics; Metallurgy","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002882119,0.0004093329,0.0003162789,0.0008914198,0.0005658034,0.0005038399,0.0005800839,0.0008487393,0.002809373],"category_scores_gemma":[0.0007355395,0.0002755795,0.0003993535,0.0006603496,0.0003967544,0.0002564073,0.0004677548,0.0005606135,0.0004367599],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003460147,"about_ca_system_score_gemma":0.000574119,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008317659,"about_ca_topic_score_gemma":0.01514434,"domain_scores_codex":[0.999648,0.00003519124,0.00001179863,0.00006355566,0.0002072334,0.00003426263],"domain_scores_gemma":[0.9996768,0.00008755047,0.00004623518,0.0000197807,0.0001437579,0.00002594293],"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":[0.002366737,0.0001387799,0.06279173,0.000394332,0.0001109481,0.001281061,0.0006611733,0.0005350702,0.8841695,0.0001567517,0.0004247766,0.04696902],"study_design_scores_gemma":[0.000069577,0.001819016,0.2259158,0.000162905,0.0004717627,0.007384457,0.002431667,0.005472369,0.7514486,0.0005197311,0.004230815,0.0000732553],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9576655,0.001374211,0.03451798,0.0001466431,0.00005329869,0.0001137373,0.0004782013,0.000208428,0.005441932],"genre_scores_gemma":[0.9685,0.001140348,0.02021508,0.000160367,0.00001206681,0.00004074494,0.0001988548,0.00005957434,0.00967293],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008317659,"threshold_uncertainty_score":0.01653844,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0281899283230632,"score_gpt":0.3126063534475813,"score_spread":0.284416425124518,"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."}}