{"id":"W4294628947","doi":"10.3389/fonc.2022.955894","title":"Immunotherapy in advanced kidney cancer: an alternative meta-analytic method using reconstructed survival data in case of proportional hazard assumption violation","year":2022,"lang":"en","type":"review","venue":"Frontiers in Oncology","topic":"Renal cell carcinoma treatment","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Hazard ratio; Medicine; Sunitinib; Proportional hazards model; Oncology; Internal medicine; Survival analysis; Meta-analysis; Kidney cancer; Clinical trial; Renal cell carcinoma; Progression-free survival; Hazard; Overall survival; Confidence interval","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.1497026,0.002748986,0.008307843,0.009974921,0.0005792196,0.004418263,0.004356982,0.002639633,0.005998544],"category_scores_gemma":[0.2244222,0.001339838,0.03848556,0.007778449,0.0007987444,0.002667345,0.002772237,0.003201274,0.0004806556],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001179507,"about_ca_system_score_gemma":0.002707451,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002659416,"about_ca_topic_score_gemma":0.002041091,"domain_scores_codex":[0.8709321,0.1095443,0.00860425,0.007092853,0.0032894,0.0005370855],"domain_scores_gemma":[0.7574844,0.2203512,0.006768842,0.01291051,0.002075855,0.0004091993],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.00596818,0.0001037357,0.02729736,0.0478272,0.7955697,0.0006633651,0.0005014946,0.04112915,0.00102308,0.008547124,0.004192546,0.06717715],"study_design_scores_gemma":[0.004222193,0.001280674,0.01098361,0.004991893,0.75217,0.001018913,0.0002932013,0.1502551,0.00155395,0.04822961,0.02464811,0.0003526827],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"methods","genre_gemma":"review","genre_scores_codex":[0.03282796,0.1162936,0.8281302,0.002938824,0.001520955,0.003988361,0.01116557,0.001810619,0.001323933],"genre_scores_gemma":[0.5691837,0.01491211,0.3914258,0.001847934,0.0007255022,0.01222739,0.007681019,0.0006118302,0.001384869],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.8502974,"threshold_uncertainty_score":0.7917125,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2814320173613101,"score_gpt":0.4879919693413997,"score_spread":0.2065599519800896,"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."}}