{"id":"W3153029604","doi":"10.1016/j.jval.2021.01.002","title":"Critical Appraisal of Systematic Reviews With Costs and Cost-Effectiveness Outcomes: An ISPOR Good Practices Task Force Report","year":2021,"lang":"en","type":"article","venue":"Value in Health","topic":"Health Systems, Economic Evaluations, Quality of Life","field":"Economics, Econometrics and Finance","cited_by":107,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital","funders":"University of Sheffield; Pfizer","keywords":"Systematic review; Critical appraisal; Cost effectiveness; Task force; Psychological intervention; Outcomes research; Cost–benefit analysis; Management science; Task (project management); Comparative effectiveness research; Computer science; Health economics; Health care; Risk analysis (engineering); Medicine; MEDLINE; Alternative medicine; Economics; Nursing; Management; Political science","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.05458555,0.0002434838,0.002775647,0.0002456659,0.0001277,0.00007898072,0.0001807524,0.0001345755,0.00002948573],"category_scores_gemma":[0.07862657,0.0002450978,0.0000895718,0.0003423901,0.00009932018,0.0007852193,0.00004670126,0.0002588787,0.00005459139],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006481544,"about_ca_system_score_gemma":0.0007303388,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005747288,"about_ca_topic_score_gemma":0.0006037968,"domain_scores_codex":[0.9878428,0.004258308,0.006453537,0.000812721,0.0001674315,0.0004651756],"domain_scores_gemma":[0.9759253,0.01553667,0.007020873,0.0009761594,0.0001884446,0.0003525129],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006106306,0.0007255549,0.5624694,0.2204208,0.0001102082,0.00007776464,0.0033666,0.0004712016,0.000004691394,0.2118308,0.0003259136,0.0001359783],"study_design_scores_gemma":[0.01048973,0.003470474,0.7601473,0.09684713,0.0002063965,0.00328171,0.02345574,0.05127535,0.00004579985,0.0146618,0.0329428,0.003175829],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8788332,0.05278643,0.01487565,0.03605724,0.002042405,0.01292427,0.0004167053,0.00009579428,0.001968269],"genre_scores_gemma":[0.9847289,0.001313336,0.009375557,0.003141941,0.0001305651,0.001058289,0.00006731905,0.00006069827,0.00012345],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1976778,"threshold_uncertainty_score":0.9994799,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5460033851608647,"score_gpt":0.5349296484122177,"score_spread":0.01107373674864698,"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."}}