{"id":"W4205580411","doi":"10.1002/9781444316902.ch36","title":"Optical Techniques for the Endoscopic Detection of Early Dysplastic Colonic Lesions","year":2009,"lang":"en","type":"other","venue":"","topic":"Photodynamic Therapy Research Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital; Ontario Institute for Cancer Research; University of Toronto; University Health Network","funders":"","keywords":"Autofluorescence; Optical coherence tomography; Fluorescence spectroscopy; Fluorescence; Optics; Spectroscopy; Photosensitizer; Endoscopy; Coherence (philosophical gambling strategy); Materials science; Chemistry; Medicine; Physics; Radiology; Photochemistry","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":[0.0001363465,0.0001648013,0.0003855208,0.0001897954,0.00005583257,0.000006449252,0.0001271065,0.0001932205,0.0002893935],"category_scores_gemma":[0.0002227721,0.0000936978,0.0001206202,0.0001199271,0.0001985676,0.000008698225,0.00003431999,0.000239312,0.000009150465],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007024071,"about_ca_system_score_gemma":0.0001087119,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002216235,"about_ca_topic_score_gemma":0.0005084068,"domain_scores_codex":[0.9991468,0.00002162164,0.0001750587,0.0001883316,0.0002367914,0.0002313664],"domain_scores_gemma":[0.9990264,0.0004714184,0.00007706582,0.0003057758,0.00006741807,0.00005188158],"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":[0.001746307,0.0008325087,0.00008858274,0.001504985,0.002899017,0.00002804991,0.0002677267,5.035293e-7,0.5141283,0.00274438,0.2049038,0.2708559],"study_design_scores_gemma":[0.005035589,0.02106839,0.01599657,0.003285102,0.001712376,0.00005948072,0.0002207766,0.0004014238,0.3033753,0.0009562601,0.6471956,0.0006931273],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01260581,0.01111678,0.1130959,0.003579903,0.000791861,0.02257073,0.0002470987,0.002085549,0.8339063],"genre_scores_gemma":[0.2866791,0.002958695,0.003635775,0.0001371852,0.0003606005,0.0006803451,0.00001062415,0.0002662104,0.7052715],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4422919,"threshold_uncertainty_score":0.3820885,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02038633058416046,"score_gpt":0.3367402493148551,"score_spread":0.3163539187306947,"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."}}