{"id":"W2008516732","doi":"10.1117/12.447132","title":"&lt;title&gt;Fluorescence spectroscopy and imaging for detection of colonic dysplasia&lt;/title&gt;","year":2001,"lang":"en","type":"article","venue":"Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"","keywords":"Colonoscopy; Dysplasia; Medicine; Colorectal cancer; Endoscopy; Gold standard (test); Gastroenterology; Cancer; Scars; White light; Internal medicine; Pathology; Radiology","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":[0.0002837199,0.0003162219,0.0001999707,0.0009081323,0.0002995261,0.0005493378,0.0002589903,0.0005525002,0.04218687],"category_scores_gemma":[0.0004249318,0.0001224477,0.0001115694,0.0003433974,0.0002957388,0.0005596448,0.0001856724,0.0003287212,0.0104035],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004363747,"about_ca_system_score_gemma":0.0002253538,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008064967,"about_ca_topic_score_gemma":0.002347268,"domain_scores_codex":[0.9999309,0.00001199193,0.000002993774,0.00001013217,0.00003337716,0.00001066945],"domain_scores_gemma":[0.9998462,0.00003429905,0.00001569617,0.00000906677,0.00005686306,0.0000377839],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0007817658,0.000139788,0.003237928,0.0006582506,0.0000275688,0.00137578,0.0000739618,0.0005749901,0.1220926,0.009470164,0.3535827,0.5079846],"study_design_scores_gemma":[0.0001036753,0.0006753504,0.0101929,0.0003513323,0.00006201502,0.004838932,0.000120499,0.01082208,0.182522,0.005224042,0.7850245,0.00006279493],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1302405,0.1251525,0.1097229,0.02562476,0.01652792,0.0004637853,0.001452851,0.005168756,0.585646],"genre_scores_gemma":[0.38252,0.0472244,0.05234255,0.002749302,0.003770771,0.0001386526,0.0009538149,0.0005346815,0.5097659],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04218687,"threshold_uncertainty_score":0.1411292,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008753977154261667,"score_gpt":0.2385686758308617,"score_spread":0.2298146986766,"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."}}