{"id":"W3165499890","doi":"10.1021/acs.analchem.1c02007","title":"Template Instrumentation for “Accurate Constant via Transient Incomplete Separation”","year":2021,"lang":"en","type":"article","venue":"Analytical Chemistry","topic":"Microfluidic and Capillary Electrophoresis Applications","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alphora Research (Canada); York University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Chemistry; Instrumentation (computer programming); Transient (computer programming); Constant (computer programming); Separation (statistics); Chromatography; Analytical Chemistry (journal); Statistics","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":[0.002435392,0.0009559045,0.0007731598,0.0007376426,0.000511936,0.001270615,0.002345894,0.001149699,0.003199728],"category_scores_gemma":[0.003907396,0.0005694963,0.0004417643,0.0006948764,0.001291258,0.001307959,0.001465728,0.001889815,0.002409494],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009404791,"about_ca_system_score_gemma":0.001029224,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004383583,"about_ca_topic_score_gemma":0.0005471428,"domain_scores_codex":[0.9965587,0.0003922058,0.0002007226,0.0008542893,0.001836141,0.0001578005],"domain_scores_gemma":[0.9982826,0.000403053,0.0002872736,0.0005281249,0.0003979671,0.0001010668],"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":[0.000153058,0.00009022152,0.0004350719,0.0002781458,0.00002332825,0.0001809073,0.000204024,0.00149091,0.91519,0.02453933,0.003524748,0.05389013],"study_design_scores_gemma":[0.00001524233,0.0001080103,0.0002212757,0.00001442724,0.00001225797,0.0001594755,0.00001365277,0.01161041,0.9490976,0.001045376,0.03767335,0.0000287968],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02920409,0.0005940848,0.9578248,0.0002619622,0.0004257688,0.0004195874,0.0005119813,0.005928123,0.004829685],"genre_scores_gemma":[0.2108422,0.0009877186,0.7722038,0.0005572346,0.0001813123,0.001698846,0.001434165,0.001342418,0.01075234],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003199728,"threshold_uncertainty_score":0.01287973,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0124810608686081,"score_gpt":0.2570630654451518,"score_spread":0.2445820045765437,"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."}}