{"id":"W2164585882","doi":"10.1016/j.giec.2009.02.009","title":"Fluorescence and Raman Spectroscopy","year":2009,"lang":"en","type":"article","venue":"Gastrointestinal Endoscopy Clinics of North America","topic":"Spectroscopy Techniques in Biomedical and Chemical Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":30,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre; Ontario Institute for Cancer Research","funders":"","keywords":"Medicine; Dysplasia; Esophagus; Fluorescence spectroscopy; Raman spectroscopy; Spectroscopy; Fluorescence; Pathology; Internal medicine; Optics","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":[0.0009696776,0.0007388192,0.0003997679,0.001650836,0.001539476,0.001092492,0.001141256,0.001200506,0.01247263],"category_scores_gemma":[0.0008349104,0.0004199022,0.0004311463,0.00150662,0.0006910777,0.001038568,0.001005662,0.001051064,0.004748432],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009260472,"about_ca_system_score_gemma":0.000963055,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003841901,"about_ca_topic_score_gemma":0.007806606,"domain_scores_codex":[0.9979237,0.0003192886,0.00005920796,0.0005939425,0.0008521967,0.0002514991],"domain_scores_gemma":[0.9995216,0.00006504047,0.00005851312,0.00008234535,0.0002288396,0.00004364912],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001550946,0.00009198536,0.001323725,0.000255549,0.00003180139,0.0001681533,0.0004715536,0.0003854782,0.9327093,0.009935926,0.009059032,0.04541231],"study_design_scores_gemma":[0.00002794164,0.0002358139,0.01042057,0.00005631237,0.0000393054,0.001368186,0.0007433999,0.003620883,0.8244571,0.001927031,0.1569933,0.0001102194],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.4150719,0.01711513,0.1879577,0.006277849,0.002399968,0.00126609,0.006947756,0.004048961,0.3589146],"genre_scores_gemma":[0.6655372,0.006506229,0.1352102,0.001931156,0.0003350211,0.0008181839,0.003372878,0.0004784843,0.1858106],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.01247263,"threshold_uncertainty_score":0.0417251,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01040453623195609,"score_gpt":0.314132691974608,"score_spread":0.3037281557426519,"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."}}