{"id":"W4317548775","doi":"10.1016/j.eswa.2023.119569","title":"Evidence-based decision-making: On the use of systematicity cases to check the compliance of reviews with reporting guidelines such as PRISMA 2020","year":2023,"lang":"en","type":"article","venue":"Expert Systems with Applications","topic":"Safety Systems Engineering in Autonomy","field":"Engineering","cited_by":51,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Systematic review; Guideline; Certification; Quality (philosophy); Quality assurance; Computer science; Trustworthiness; Risk analysis (engineering); Management science; Process management; Knowledge management; MEDLINE; Medicine; Business; Political science; Engineering; Computer security","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":[],"consensus_categories":[],"category_scores_codex":[0.001599779,0.0002986188,0.000734405,0.0001210172,0.0001518998,0.00006309133,0.0005471679,0.000064001,0.000006272481],"category_scores_gemma":[0.00285641,0.0001547275,0.00009910291,0.001559664,0.00006414622,0.0001053381,0.0000431034,0.0001389447,0.00008184456],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001206061,"about_ca_system_score_gemma":0.00009117147,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001920229,"about_ca_topic_score_gemma":0.00001953236,"domain_scores_codex":[0.9964373,0.0001149726,0.002292275,0.0003392499,0.0005547795,0.0002613894],"domain_scores_gemma":[0.9930159,0.003418725,0.001201796,0.001797903,0.0004880346,0.00007758194],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002812866,0.00002021416,0.0006077748,0.002171753,0.00009492333,0.000008910686,0.000984301,0.9757745,0.001378524,0.0007106301,0.01740376,0.0008166382],"study_design_scores_gemma":[0.0003446612,0.0002860526,0.002799729,0.1109197,0.0001111443,0.0003804655,0.002345237,0.6393397,0.003042772,0.00001185802,0.2395055,0.0009132287],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0592827,0.008522222,0.915398,0.001846398,0.0003844289,0.01340071,0.00004202346,0.0008625069,0.000261039],"genre_scores_gemma":[0.9797146,0.00009690032,0.01237845,0.0001077376,0.0001496079,0.007391388,0.000004269446,0.00007255944,0.00008452997],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9204319,"threshold_uncertainty_score":0.6309606,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3134951760922504,"score_gpt":0.3741838087340318,"score_spread":0.06068863264178143,"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."}}