{"id":"W4385420146","doi":"10.1186/s13643-023-02289-z","title":"Clinical utility of overviews on adverse events of pharmacological interventions","year":2023,"lang":"en","type":"article","venue":"Systematic Reviews","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cochrane; St. Michael's Hospital; Montfort Hospital; University of Ottawa; University of British Columbia; Ottawa Hospital","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Systematic review; Psychological intervention; Ranking (information retrieval); MEDLINE; Health care; Intervention (counseling); Adverse effect; Value (mathematics); Computer science; Information retrieval; Nursing","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_broad","insufficient_payload"],"consensus_categories":["metaresearch","metaepi_broad","insufficient_payload"],"category_scores_codex":[0.4322594,0.000425218,0.01469237,0.0005094997,0.00006954496,0.00003070105,0.002629287,0.0001485515,0.01469877],"category_scores_gemma":[0.1739659,0.0001674515,0.01355538,0.003012518,0.0001192543,0.0001425201,0.0003001369,0.0002331208,0.01967441],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002041496,"about_ca_system_score_gemma":0.00004866995,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000347227,"about_ca_topic_score_gemma":0.000006195572,"domain_scores_codex":[0.8294801,0.09900746,0.06335694,0.001340942,0.006434677,0.0003798921],"domain_scores_gemma":[0.9467074,0.0160521,0.03000647,0.005862775,0.001132648,0.0002385749],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005122524,0.0021331,0.09564724,0.3235641,0.003311028,0.0000172442,0.0009289115,0.00005422065,0.000134416,0.005837783,0.5364801,0.03184059],"study_design_scores_gemma":[0.004060949,0.002045883,0.3150467,0.1626012,0.01750642,0.00005218174,0.00445443,0.04249362,0.0001724013,0.02767847,0.4217686,0.002119154],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7364823,0.03477736,0.03751702,0.001257722,0.01065445,0.1037718,0.0004389478,0.0001250289,0.07497545],"genre_scores_gemma":[0.9818563,0.002144602,0.002141101,0.0001965049,0.0001048627,0.001051528,0.0000173879,0.00002196607,0.01246575],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2582935,"threshold_uncertainty_score":0.9999356,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9225748653029526,"score_gpt":0.668182988943111,"score_spread":0.2543918763598416,"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."}}