{"id":"W4283066010","doi":"10.1111/jebm.12475","title":"More work is needed on cost‐utility analyses of robotic‐assisted surgery","year":2022,"lang":"en","type":"review","venue":"Journal of Evidence-Based Medicine","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Impact","funders":"National Social Science Fund of China","keywords":"Medicine; Robotic surgery; Surgery; General surgery; Prostatectomy; Internal medicine; Prostate cancer","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":["metaresearch"],"domain":"methods","study_design":"not_applicable","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"design_other","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.212862,0.002358161,0.01145534,0.009850861,0.0006180712,0.0110176,0.004686438,0.003164504,0.01333958],"category_scores_gemma":[0.5326104,0.001519901,0.02639538,0.01228995,0.001926815,0.01153738,0.003306114,0.006356004,0.0009867455],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01130799,"about_ca_system_score_gemma":0.0147646,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01267431,"about_ca_topic_score_gemma":0.01458926,"domain_scores_codex":[0.78308,0.1684632,0.02724172,0.005063838,0.01485327,0.001297939],"domain_scores_gemma":[0.2274366,0.685535,0.04413107,0.01336023,0.02852231,0.001014759],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002502198,0.00032544,0.01486456,0.3114589,0.08403574,0.0001184638,0.0006136475,0.01255728,0.000394683,0.01822492,0.02119256,0.5337117],"study_design_scores_gemma":[0.002277358,0.002395144,0.05082171,0.6453115,0.07144418,0.0007296568,0.00180655,0.01128462,0.0009708751,0.06921285,0.1431407,0.0006048993],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"commentary","genre_scores_codex":[0.006274988,0.9391015,0.01845548,0.02588437,0.001570194,0.001132171,0.003678787,0.00009970508,0.003802831],"genre_scores_gemma":[0.2902423,0.567113,0.0925007,0.03276806,0.005256535,0.005603137,0.00523772,0.0003996957,0.0008788355],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.787138,"threshold_uncertainty_score":0.9706813,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.637030306476812,"score_gpt":0.5034306589085736,"score_spread":0.1335996475682384,"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."}}