{"id":"W1964359741","doi":"10.1100/tsw.2007.308","title":"Fluorescence and Spectral Imaging","year":2007,"lang":"en","type":"review","venue":"The Scientific World JOURNAL","topic":"Esophageal Cancer Research and Treatment","field":"Medicine","cited_by":58,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital; University of Toronto; Ontario Institute for Cancer Research","funders":"","keywords":"Autofluorescence; Endomicroscopy; Medicine; Endoscopy; Dysplasia; Esophagus; Fluorescence-lifetime imaging microscopy; Pathology; Radiology; Fluorescence; Confocal; Surgery; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002352299,0.0002459783,0.000657575,0.0006110824,0.0007357413,0.0005912818,0.000300154,0.00003002076,0.0003904603],"category_scores_gemma":[0.00005505775,0.0001211952,0.000338419,0.0008695955,0.0006198522,0.00008489392,0.0001059596,0.001210992,0.0001499093],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003085703,"about_ca_system_score_gemma":0.0007105676,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007133243,"about_ca_topic_score_gemma":0.00002071458,"domain_scores_codex":[0.9977621,0.0001223992,0.0004052764,0.0003354044,0.0007861895,0.0005885748],"domain_scores_gemma":[0.9987578,0.0001276718,0.0001922339,0.0004129022,0.00009964171,0.0004097287],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001551103,0.00003285173,0.0000655492,0.0009624196,0.00008952493,0.001052122,0.00004264389,2.120061e-8,0.000001071987,0.00009597051,0.009065066,0.9885772],"study_design_scores_gemma":[0.0003206941,0.0000383939,0.0001166288,0.006599655,0.000528335,0.007114248,0.00001646406,0.000004423557,0.000007917796,0.0002288624,0.9849156,0.0001088005],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00000919687,0.9956983,0.000006070275,0.0005603323,0.0008583031,0.0004665646,0.000008238471,0.00001691603,0.002376134],"genre_scores_gemma":[0.0001240756,0.976872,0.0003122689,0.00004129158,0.0008349821,0.000006902705,0.00001013305,0.00002590731,0.02177242],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9884685,"threshold_uncertainty_score":0.5701744,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07400088793528688,"score_gpt":0.4028548163445791,"score_spread":0.3288539284092923,"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."}}