{"id":"W3124570367","doi":"","title":"Synchrotron dendrochemistry: Exploring the comparison of multi-dimensional elemental analysis methodologies on tree cores using synchrotron techniques","year":2020,"lang":"en","type":"dissertation","venue":"University Library (University of Saskatchewan)","topic":"X-ray Spectroscopy and Fluorescence Analysis","field":"Physics and Astronomy","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Synchrotron; Tree (set theory); Synchrotron radiation; Materials science; Computer science; Physics; Nuclear physics; Mathematics","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":[0.0027922,0.0003888127,0.000477826,0.00123127,0.0004781325,0.001387108,0.0006798432,0.000538696,0.0007580976],"category_scores_gemma":[0.002361329,0.0003903472,0.0004058611,0.001176094,0.0003355075,0.001519961,0.0008054352,0.0003606195,0.0003282859],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005077989,"about_ca_system_score_gemma":0.0004453871,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009488417,"about_ca_topic_score_gemma":0.00340511,"domain_scores_codex":[0.9988564,0.0002886634,0.0001098604,0.0002307893,0.0004456543,0.00006852663],"domain_scores_gemma":[0.9984352,0.0005996809,0.0003293894,0.0001660749,0.0004177074,0.00005202774],"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":[0.0005398646,0.0001127736,0.04355843,0.0004747858,0.0001314324,0.0001509118,0.0009714927,0.002499897,0.8754086,0.001974443,0.0002354943,0.07394185],"study_design_scores_gemma":[0.00003585792,0.001103338,0.101488,0.0001638337,0.0001639023,0.001210856,0.001836399,0.02857792,0.8518586,0.001938662,0.01150486,0.0001177891],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.90058,0.001798089,0.09355349,0.0001286731,0.00003857715,0.0001053576,0.0004381905,0.0002788609,0.003078741],"genre_scores_gemma":[0.7533463,0.002117032,0.2420313,0.00006016851,0.00002064178,0.0001378718,0.0006400316,0.0001702963,0.001476214],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.0027922,"threshold_uncertainty_score":0.01476669,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0388313266841061,"score_gpt":0.2691702178979148,"score_spread":0.2303388912138087,"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."}}