{"id":"W4404059697","doi":"10.3390/curroncol31110504","title":"Predictive Value of GINI and ALBI Grades in Esophageal Cancer Receiving Chemoradiotherapy","year":2024,"lang":"en","type":"article","venue":"Current Oncology","topic":"Esophageal Cancer Research and Treatment","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Esophageal cancer; Chemoradiotherapy; Internal medicine; Value (mathematics); Predictive value; Oncology; Cancer; Statistics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006150004,0.0002324001,0.0002997515,0.0005972821,0.000156407,0.0004504927,0.0001956672,0.0002230564,0.0009722758],"category_scores_gemma":[0.003466911,0.0001018799,0.0002913234,0.000515331,0.0002162812,0.0002604885,0.0003036098,0.0004856976,0.0001901727],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001568139,"about_ca_system_score_gemma":0.0001970696,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008022078,"about_ca_topic_score_gemma":0.0008924493,"domain_scores_codex":[0.9997666,0.00007274329,0.00003303565,0.00002992411,0.000063135,0.00003445788],"domain_scores_gemma":[0.9981224,0.0005981128,0.0006943899,0.00008580717,0.0002136658,0.0002855208],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002088644,0.000008456217,0.9977501,0.000005089633,0.00001995163,0.00003960944,0.000009248676,0.0001126703,0.0002073131,0.000007315036,0.0000370536,0.001594157],"study_design_scores_gemma":[0.000007093661,0.0001195981,0.9978404,0.00000525196,0.00004076806,0.0002997419,0.00004375936,0.001082305,0.0003107251,0.00002727423,0.0002194707,0.000003467602],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982375,0.000692691,0.0002618957,0.00005020103,0.00001214349,0.000008422495,0.0001735819,0.00001056045,0.0005530127],"genre_scores_gemma":[0.9995015,0.00008492248,0.0001325543,0.000006459037,0.00001311305,0.000003505083,0.0001779263,0.000002151515,0.00007793974],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009722758,"threshold_uncertainty_score":0.003252566,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06864199992727053,"score_gpt":0.4497877065160414,"score_spread":0.3811457065887708,"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."}}