{"id":"W4378715513","doi":"10.31557/apjcp.2023.24.5.1453","title":"Analysis of PD-L1 Expression in Breast Cancer: A Systematic Review and Meta-Analysis in Asian Population","year":2023,"lang":"en","type":"review","venue":"Asian Pacific Journal of Cancer Prevention","topic":"Cancer Immunotherapy and Biomarkers","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Meta-analysis; Hazard ratio; Confidence interval; Internal medicine; Odds ratio; Medicine; Oncology; Breast cancer; Population; Cancer; Gastroenterology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008342084,0.001559808,0.009798994,0.005687441,0.0005072025,0.002108693,0.001276446,0.001239413,0.002202559],"category_scores_gemma":[0.01644639,0.0009365522,0.02279524,0.007875142,0.0004327635,0.001202478,0.001026168,0.0009287406,0.0001971459],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001107116,"about_ca_system_score_gemma":0.002444177,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004064636,"about_ca_topic_score_gemma":0.01092028,"domain_scores_codex":[0.9944061,0.002259466,0.001711785,0.0008206189,0.0005898027,0.0002123701],"domain_scores_gemma":[0.9883968,0.007941369,0.002139909,0.0004068783,0.0009595188,0.0001554318],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.002025826,0.00003745374,0.03609693,0.3605576,0.5791896,0.0002597417,0.0001359952,0.0005277917,0.0005713635,0.0001399187,0.0007785567,0.0196792],"study_design_scores_gemma":[0.0003470019,0.0002058664,0.02125631,0.02211109,0.9529356,0.0002346635,0.00008870398,0.0002115388,0.0001572919,0.0001694891,0.002257142,0.00002537208],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01164837,0.9867071,0.0004481967,0.0002097358,0.00009563199,0.0000966604,0.0005930537,0.00001359227,0.0001875921],"genre_scores_gemma":[0.3270584,0.6678683,0.002001405,0.000829189,0.0003095297,0.0005866628,0.00102983,0.00002576758,0.0002908808],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.009798994,"threshold_uncertainty_score":0.04411769,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05656956388188109,"score_gpt":0.39474848246635,"score_spread":0.3381789185844689,"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."}}