{"id":"W4403837763","doi":"10.3390/cancers16213618","title":"Multimodal Optical Imaging of Ex Vivo Fallopian Tubes to Distinguish Early and Occult Tubo-Ovarian Cancers","year":2024,"lang":"en","type":"article","venue":"Cancers","topic":"Optical Coherence Tomography Applications","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver General Hospital; Simon Fraser University; University of British Columbia","funders":"Canadian Institutes of Health Research; Natural Sciences and Engineering Research Council of Canada; University of British Columbia; Mitacs","keywords":"Autofluorescence; Ex vivo; Optical coherence tomography; Pathology; Serous fluid; Medicine; Ovarian cancer; In vivo; Cancer; Radiology; Biology; Fluorescence; Optics; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004504074,0.0002407822,0.0001614491,0.0007087877,0.0001245691,0.0002486437,0.0001548327,0.0003070011,0.001012442],"category_scores_gemma":[0.0004936582,0.0001273752,0.0001230926,0.0001975407,0.0002332857,0.0003473313,0.0001713299,0.000201264,0.0001160788],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001788926,"about_ca_system_score_gemma":0.0001178856,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002713933,"about_ca_topic_score_gemma":0.0005239562,"domain_scores_codex":[0.9998889,0.00004468189,0.00000536027,0.00001966649,0.00002638324,0.00001504168],"domain_scores_gemma":[0.9998242,0.00007262686,0.00003456664,0.00001348976,0.00003630043,0.00001873025],"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":[0.0004814537,0.000109423,0.02783715,0.0001335803,0.0000269564,0.0001504627,0.0001103639,0.000914745,0.9431691,0.000166439,0.0001655262,0.0267348],"study_design_scores_gemma":[0.00006045751,0.001783308,0.2273916,0.00006764292,0.0001903802,0.003658079,0.0004369348,0.06774916,0.6947935,0.0005459941,0.003274001,0.00004876334],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9734547,0.00178367,0.02365148,0.00006819823,0.00001080139,0.00004120557,0.00008323619,0.00006879483,0.0008377969],"genre_scores_gemma":[0.9751075,0.0004770613,0.02389089,0.0000349493,0.00001300504,0.00004711831,0.00007255177,0.00001144257,0.0003455111],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001012442,"threshold_uncertainty_score":0.003386974,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007697374132899774,"score_gpt":0.2429168008479055,"score_spread":0.2352194267150057,"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."}}