{"id":"W2377949103","doi":"","title":"Application of modern analytical testing techniques to dyeing and finishing industry(I)——Ultravolet-Visible absorption spectroscopy","year":2007,"lang":"en","type":"article","venue":"Dyeing & Finishing","topic":"Water Quality Monitoring and Analysis","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Intertek (Canada)","funders":"","keywords":"Dyeing; Spectrometer; Spectroscopy; Ultraviolet; Absorption (acoustics); Textile; Materials science; Ultraviolet visible spectroscopy; Absorption spectroscopy; Beer–Lambert law; Visible spectrum; Optics; Analytical Chemistry (journal); Process engineering; Optoelectronics; Chemistry; Engineering; Composite material; Environmental chemistry; Physics; Organic chemistry","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":[0.0008392004,0.0005584233,0.0004390658,0.001583038,0.0003912491,0.0007100942,0.0009173086,0.0008582686,0.001414006],"category_scores_gemma":[0.001167073,0.0003787103,0.0005335773,0.0006864327,0.0006905154,0.000976442,0.0008705984,0.001054311,0.0009883483],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003076128,"about_ca_system_score_gemma":0.0003819266,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002861859,"about_ca_topic_score_gemma":0.000365666,"domain_scores_codex":[0.9983943,0.0002361988,0.00006798607,0.0002254456,0.001001575,0.00007452338],"domain_scores_gemma":[0.9992545,0.0002624277,0.00009679564,0.00009198664,0.0002678832,0.00002633949],"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":[0.00007373996,0.0000860757,0.002610307,0.001024526,0.00006138578,0.0002302372,0.0001296036,0.0009695673,0.7542319,0.006727564,0.002045206,0.2318099],"study_design_scores_gemma":[0.00001351045,0.0005222055,0.004812127,0.0001242901,0.00006044965,0.002628609,0.0001466647,0.01107388,0.8877131,0.01062756,0.08220357,0.00007407477],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04254361,0.02516042,0.9150891,0.0009634165,0.0008925488,0.0001256014,0.0002480228,0.001380194,0.01359714],"genre_scores_gemma":[0.3638828,0.02930955,0.5935056,0.001248997,0.0006099435,0.000239283,0.0003504982,0.0001722737,0.0106811],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001583038,"threshold_uncertainty_score":0.004730284,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02531874959171504,"score_gpt":0.2954720722278452,"score_spread":0.2701533226361301,"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."}}