{"id":"W4399898689","doi":"10.21037/tcr-24-198","title":"Efficacy and safety of neoadjuvant immunotherapy combined with chemotherapy for resectable esophageal cancer: a systematic review and meta-analysis","year":2024,"lang":"en","type":"review","venue":"Translational Cancer Research","topic":"Esophageal Cancer Research and Treatment","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Meta-analysis; Medicine; Esophageal cancer; Oncology; Chemotherapy; Immunotherapy; Internal medicine; Cancer","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002184015,0.0005904112,0.007658402,0.0008340202,0.0001922696,0.00007217845,0.0002450976,0.0001865653,0.0007823426],"category_scores_gemma":[0.0000422332,0.0003262299,0.001329786,0.002128604,0.0003676931,0.00008217967,0.0000357421,0.00075123,0.000003397586],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003173023,"about_ca_system_score_gemma":0.001994603,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007365506,"about_ca_topic_score_gemma":0.0003007495,"domain_scores_codex":[0.9952272,0.0005456923,0.001147467,0.0009023272,0.001570383,0.0006069165],"domain_scores_gemma":[0.9968831,0.001220537,0.0002669262,0.0006190311,0.0007122688,0.0002981718],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.002056625,0.0001257975,0.00000786999,0.7624474,0.2251831,0.00002794181,0.0001102437,0.000002592813,4.618455e-7,0.0003269956,0.0001690492,0.009541979],"study_design_scores_gemma":[0.005184297,0.002183559,0.00003819584,0.09416591,0.8815135,0.00004539901,0.000008841693,0.00004277347,0.000008993756,0.0001316936,0.01630491,0.000371981],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000004342821,0.9784747,0.00004112516,0.003262721,0.00001105686,0.01611538,0.00201271,0.00002686699,0.0000511294],"genre_scores_gemma":[0.0003009443,0.9840005,0.0002652841,0.0001106059,0.00005356343,0.01244777,0.0003374396,0.0001197281,0.002364153],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6682814,"threshold_uncertainty_score":0.999919,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1569241315007261,"score_gpt":0.4817391536298321,"score_spread":0.324815022129106,"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."}}