{"id":"W4410788824","doi":"10.1021/acs.analchem.5c00579","title":"Easy and Fast Discrimination of Female Sand Flies from <i>Lutzomyia</i> Species with Infrared Spectroscopy and Multivariate Analysis","year":2025,"lang":"en","type":"article","venue":"Analytical Chemistry","topic":"Insect and Pesticide Research","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cytodiagnostics (Canada)","funders":"Fundação de Apoio ao Desenvolvimento do Ensino, Ciência e Tecnologia do Estado de Mato Grosso do Sul; Conselho Nacional de Desenvolvimento Científico e Tecnológico; Universidade Federal de Mato Grosso do Sul; Coordenação de Aperfeiçoamento de Pessoal de Nível Superior","keywords":"Chemistry; Multivariate statistics; Multivariate analysis; Infrared spectroscopy; Spectroscopy; Zoology; Statistics; Organic chemistry; Biology","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":[0.0001913205,0.000244312,0.0001361918,0.0004006754,0.0001175127,0.0002608456,0.0001166557,0.0001782127,0.0007141869],"category_scores_gemma":[0.0003079879,0.00008388805,0.0001304324,0.0001864271,0.0001403201,0.0002848179,0.0001669021,0.0002291344,0.0002228883],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008823189,"about_ca_system_score_gemma":0.00009938029,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006048054,"about_ca_topic_score_gemma":0.00150625,"domain_scores_codex":[0.999887,0.00002064265,0.000007201361,0.00003130582,0.00003858,0.00001523405],"domain_scores_gemma":[0.9999073,0.00003223674,0.00002847947,0.000006122708,0.0000186541,0.000007295393],"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":[0.0001455965,0.00003975433,0.01134849,0.00007017917,0.00001108945,0.00004416017,0.00004666869,0.0002065564,0.9459811,0.00009135185,0.0001764972,0.04183862],"study_design_scores_gemma":[0.00001833123,0.0006565841,0.288447,0.00003445548,0.00006482052,0.001175988,0.0003508315,0.02857568,0.6768559,0.0003823331,0.003395599,0.00004247706],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9741704,0.0006548399,0.02270049,0.0001316778,0.00002292267,0.00003800377,0.0003140263,0.0002033122,0.001764249],"genre_scores_gemma":[0.9611098,0.0004365194,0.03725738,0.00006826854,0.00001535959,0.00002921629,0.000343972,0.00001670837,0.0007227706],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007141869,"threshold_uncertainty_score":0.002389193,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01459353530271519,"score_gpt":0.2564817938231451,"score_spread":0.2418882585204299,"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."}}