{"id":"W4383815012","doi":"10.1016/j.ccell.2023.06.006","title":"Tumor monocyte content predicts immunochemotherapy outcomes in esophageal adenocarcinoma","year":2023,"lang":"en","type":"article","venue":"Cancer Cell","topic":"Esophageal Cancer Research and Treatment","field":"Medicine","cited_by":51,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Cancer Research UK; National Institute for Health and Care Research; Ludwig Institute for Cancer Research; AstraZeneca","keywords":"Medicine; Esophageal cancer; Oncology; Internal medicine; Transcriptome; Adenocarcinoma; Cancer research; Cancer; Biology; Gene; Gene expression","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":[0.0002163653,0.0001309338,0.0002361135,0.0001773498,0.0001272593,0.0003592383,0.00009222261,0.000148029,0.0007248258],"category_scores_gemma":[0.0003193326,0.00009589799,0.0001429783,0.0002020163,0.00009199853,0.0001231536,0.0002253504,0.0003141069,0.0001571121],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001880363,"about_ca_system_score_gemma":0.0001852501,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005448839,"about_ca_topic_score_gemma":0.001569374,"domain_scores_codex":[0.9999162,0.00002323782,0.00000543849,0.00001989055,0.00001379975,0.00002132471],"domain_scores_gemma":[0.9998833,0.00001900831,0.00003923324,0.0000129504,0.00001181861,0.00003368305],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007319866,0.0003411514,0.8969981,0.00006153833,0.0001489318,0.0001140917,0.0000834204,0.001285283,0.06038704,0.0001104451,0.0009848636,0.03216528],"study_design_scores_gemma":[0.00007793366,0.001418545,0.984724,0.00001078534,0.0001199694,0.0001821602,0.0001237487,0.003577346,0.008296264,0.0001520511,0.001305749,0.00001142203],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991075,0.0002409198,0.0001325877,0.00003178654,0.000004155597,0.000008812547,0.0002673538,0.000005111364,0.0002016723],"genre_scores_gemma":[0.9990933,0.00008919222,0.000175359,0.00003355155,0.000004710692,0.00001208655,0.0004203538,0.000001457599,0.0001699599],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007248258,"threshold_uncertainty_score":0.002424777,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05749230030295237,"score_gpt":0.3312822433363458,"score_spread":0.2737899430333934,"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."}}