{"id":"W1990620982","doi":"10.1364/oe.21.005025","title":"Using high frequency Raman spectra for colonic neoplasia detection","year":2013,"lang":"en","type":"article","venue":"Optics Express","topic":"Spectroscopy Techniques in Biomedical and Chemical Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver General Hospital; University of British Columbia; BC Cancer Agency","funders":"Canadian Institutes of Health Research","keywords":"Raman spectroscopy; Raman scattering; Optics; Materials science; Medicine; Pathology; Physics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000950119,0.0001340665,0.0001217811,0.0000341929,0.00009632848,0.00005270639,0.0002598243,0.00024741,0.0001048715],"category_scores_gemma":[0.0001370145,0.0001235391,0.00007738645,0.00008028355,0.000137989,0.00000587663,0.0001049033,0.0001355149,0.00001024681],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004446067,"about_ca_system_score_gemma":0.00004537724,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008151856,"about_ca_topic_score_gemma":0.000004987326,"domain_scores_codex":[0.998945,0.00001928057,0.0001729549,0.0003156306,0.0001680902,0.0003790191],"domain_scores_gemma":[0.9993603,0.00002679854,0.00004780499,0.000304387,0.0001245953,0.0001361148],"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":[0.0000271379,0.00004745442,0.00004926947,0.00002334406,0.00001872092,8.050706e-7,0.000005153896,0.000002920304,0.9975979,0.0004801055,0.001025502,0.000721734],"study_design_scores_gemma":[0.000294372,0.0003205187,0.00006279648,0.00001239681,0.000010384,0.000008866298,0.00001120888,0.0009227705,0.9887107,0.005318007,0.00416835,0.0001596189],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8687239,0.0001393998,0.1286194,0.000121445,0.0001508762,0.0005030825,0.00001644907,0.00003822902,0.001687164],"genre_scores_gemma":[0.9090583,0.0001002568,0.08954686,0.00009697528,0.0003946404,0.0002024617,0.00005572757,0.00002857498,0.0005161506],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04033441,"threshold_uncertainty_score":0.5037777,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01745220699412442,"score_gpt":0.3132633543230505,"score_spread":0.2958111473289261,"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."}}