{"id":"W4402131784","doi":"10.1093/dote/doae057.266","title":"536. TUMOR-INFORMED “LIQUID BIOPSY” FOR ESOPHAGEAL ADENOCARCINOMA FROM MATCHED CANCER ORGANOID CULTURE","year":2024,"lang":"en","type":"article","venue":"Diseases of the Esophagus","topic":"Esophageal Cancer Research and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital; University of Toronto; University Health Network","funders":"","keywords":"Medicine; Organoid; Esophageal adenocarcinoma; Esophageal cancer; Biopsy; Liquid biopsy; Adenocarcinoma; Cancer; Pathology; Oncology; Internal medicine","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":[0.0004669395,0.0003655571,0.0003293225,0.000353316,0.0004028364,0.0004351618,0.0004392861,0.000485213,0.006001826],"category_scores_gemma":[0.0002895852,0.0002148586,0.0004458808,0.0003101471,0.0002017545,0.000208804,0.0004506997,0.0004924649,0.004171246],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002425418,"about_ca_system_score_gemma":0.0003304195,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001484002,"about_ca_topic_score_gemma":0.003371699,"domain_scores_codex":[0.9996023,0.00006994798,0.00005200716,0.0001261109,0.0001060173,0.00004371697],"domain_scores_gemma":[0.9997163,0.00006945731,0.00002782101,0.00008757949,0.00005883566,0.000039916],"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":[0.0003930218,0.00009108557,0.002074013,0.0001315063,0.0000167327,0.0004966788,0.00009421726,0.0003088186,0.9884682,0.0002891333,0.0007855385,0.006851037],"study_design_scores_gemma":[0.00006811227,0.0010293,0.01806768,0.00007027828,0.00008256242,0.002791422,0.0001574524,0.004729499,0.9398814,0.0001928682,0.03289782,0.00003166845],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8556731,0.00459697,0.09220053,0.0005203934,0.0003809788,0.002104172,0.01452661,0.001105301,0.02889194],"genre_scores_gemma":[0.8505842,0.002009429,0.09616556,0.0005270375,0.00005505291,0.001938864,0.02869772,0.0002051316,0.01981694],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006001826,"threshold_uncertainty_score":0.02007812,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01648608862259129,"score_gpt":0.3210273176831137,"score_spread":0.3045412290605224,"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."}}