{"id":"W4405583998","doi":"10.1007/s12029-024-01159-8","title":"Clinical Outcomes and Prognosis of Esophageal Squamous Cell Carcinoma Presenting with Obstruction","year":2024,"lang":"en","type":"article","venue":"Journal of Gastrointestinal Cancer","topic":"Esophageal Cancer Research and Treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Esophageal squamous cell carcinoma; Radiation therapy; Oncology; Basal cell; Internal medicine; Carcinoma; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003385661,0.0001477666,0.0004383917,0.0001649859,0.00003527096,0.00003403824,0.00006409833,0.0000273947,0.00007751115],"category_scores_gemma":[0.0001279559,0.00009086903,0.0001871967,0.0001657296,0.000158551,0.000145738,0.0000320491,0.0004667157,0.000001198352],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001255624,"about_ca_system_score_gemma":0.0005190737,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001330361,"about_ca_topic_score_gemma":0.00002162795,"domain_scores_codex":[0.9984401,0.00005428871,0.0005681726,0.0001859465,0.0005137796,0.0002376964],"domain_scores_gemma":[0.9987626,0.0002444915,0.0002664753,0.00009544082,0.0003618154,0.0002691559],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000973801,0.0001764258,0.9903001,0.0006239116,0.00008647116,0.002459992,0.00006472761,0.00001404027,0.0001733247,0.00001323201,0.0002471294,0.004866839],"study_design_scores_gemma":[0.002271092,0.005368154,0.9836162,0.0005225861,0.0003779995,0.005711251,0.00008857603,0.0001808209,0.001742851,0.00003212042,0.00003157298,0.00005680182],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9897572,0.008934526,0.0001555321,0.0006191602,0.0001332718,0.0002146809,0.00001044008,0.00001309915,0.0001620665],"genre_scores_gemma":[0.9916063,0.00008064097,0.007636107,0.00002522609,0.0003738551,0.000009654746,0.000001123932,0.00002241967,0.0002446684],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008853885,"threshold_uncertainty_score":0.3705531,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03328956320730327,"score_gpt":0.3527204997056479,"score_spread":0.3194309364983446,"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."}}