{"id":"W2133617131","doi":"10.1039/c4an02053g","title":"Enhanced FTIR bench-top imaging of single biological cells","year":2015,"lang":"en","type":"article","venue":"The Analyst","topic":"Spectroscopy Techniques in Biomedical and Chemical Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Cancer Research","funders":"Engineering and Physical Sciences Research Council","keywords":"Fourier transform infrared spectroscopy; Chemistry; Bench to bedside; Nanotechnology; Analytical Chemistry (journal); Materials science; Chemical engineering; Chromatography; Physics; Medical physics; Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003219945,0.00008152843,0.0001214017,0.00002332766,0.00002801919,0.000008907156,0.0003787535,0.00007578183,0.00005500885],"category_scores_gemma":[0.0001419547,0.00004757761,0.0000824083,0.0001606116,0.0003574451,0.000001375963,0.000211869,0.00008967289,0.00001029828],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001535649,"about_ca_system_score_gemma":0.0000355521,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002459261,"about_ca_topic_score_gemma":0.000001830698,"domain_scores_codex":[0.9992003,0.00005056496,0.0001583232,0.0001882285,0.0001980833,0.0002044443],"domain_scores_gemma":[0.9994043,0.00002260105,0.00005039612,0.0003265031,0.00009567641,0.0001005133],"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":[0.00003899744,0.00005822301,0.0002077421,0.000002845412,0.00001761715,9.803981e-7,0.00001430823,5.696832e-7,0.9924943,0.00007477325,0.006395489,0.0006941518],"study_design_scores_gemma":[0.000117444,0.0001800901,0.00004392066,0.000004945316,0.000008192558,0.000002019647,0.00006418137,0.00002233108,0.9804829,0.0008453386,0.01816398,0.00006467171],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9788262,0.0006001815,0.006448703,0.0004635726,0.00004403138,0.00007606878,0.000007601109,0.00001640549,0.01351722],"genre_scores_gemma":[0.9980285,0.0001169633,0.0009738624,0.0002334137,0.0001304215,0.000007776525,0.00003202453,0.000005992164,0.0004711038],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01920223,"threshold_uncertainty_score":0.1940159,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02699548689331962,"score_gpt":0.3221107174899972,"score_spread":0.2951152305966776,"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."}}