{"id":"W4244417762","doi":"10.22215/etd/2011-06715","title":"Development of trace analysis methods by spectroflurimetry","year":2011,"lang":"en","type":"dissertation","venue":"","topic":"Analytical chemistry methods development","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Library and Archives Canada","funders":"","keywords":"TRACE (psycholinguistics); Humanities; Computer science; Philosophy; Linguistics","routes":{"ca_aff":true,"ca_fund":false,"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":[0.002582433,0.001607353,0.00076155,0.002793257,0.0007458345,0.001666985,0.001717346,0.00110951,0.004080842],"category_scores_gemma":[0.002951705,0.0008480113,0.0007546426,0.001212134,0.0006600271,0.001270604,0.001121577,0.002319401,0.005429158],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009086984,"about_ca_system_score_gemma":0.00180785,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001505316,"about_ca_topic_score_gemma":0.003346835,"domain_scores_codex":[0.9962525,0.0005624726,0.0002220097,0.0008866806,0.001938366,0.0001380958],"domain_scores_gemma":[0.998278,0.0004259538,0.0001288865,0.0002188965,0.0008763812,0.00007195703],"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":[0.00005294328,0.00007315955,0.0002531602,0.0003602451,0.00002702552,0.00004279479,0.0001072096,0.0001869219,0.9305725,0.001268784,0.001514414,0.0655409],"study_design_scores_gemma":[0.00000953766,0.0001399911,0.0003123855,0.00005260131,0.00002211566,0.0001237854,0.00004025075,0.002576398,0.9703786,0.0003983573,0.0259297,0.00001634897],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02032959,0.003295801,0.960906,0.0005691878,0.0004378588,0.000828756,0.001259295,0.00341057,0.008962908],"genre_scores_gemma":[0.06229703,0.007534223,0.8982019,0.0004745786,0.00008450146,0.001502874,0.002086301,0.0006395304,0.02717908],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.004080842,"threshold_uncertainty_score":0.01365739,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03223465013474101,"score_gpt":0.3660889961231182,"score_spread":0.3338543459883772,"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."}}