{"id":"W4392712333","doi":"10.1136/bmjopen-2024-084164","title":"Protocol for the development of a tool (INSPECT-SR) to identify problematic randomised controlled trials in systematic reviews of health interventions","year":2024,"lang":"en","type":"article","venue":"BMJ Open","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"National Eye Institute; Research for Patient Benefit Programme; Department of Health and Social Care; National Institute for Health and Care Research","keywords":"Systematic review; Medicine; Protocol (science); Psychological intervention; Delphi method; Randomized controlled trial; Delphi; MEDLINE; Health care; Evidence-based medicine; Data extraction; Data science; Alternative medicine; Management science; Computer science; Nursing; Artificial intelligence; Surgery; Pathology","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":["metaresearch"],"category_scores_codex":[0.3074165,0.005890371,0.009291019,0.01754306,0.00559698,0.01030809,0.006177086,0.01079862,0.1347081],"category_scores_gemma":[0.4731514,0.007512145,0.01062943,0.01634041,0.009599565,0.00965805,0.009407065,0.02145138,0.0447857],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01589166,"about_ca_system_score_gemma":0.06745151,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002807664,"about_ca_topic_score_gemma":0.004433704,"domain_scores_codex":[0.6920618,0.2105266,0.06418535,0.01269312,0.01574535,0.004787846],"domain_scores_gemma":[0.4905904,0.2800515,0.04329721,0.05857741,0.1166687,0.01081483],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01526319,0.001488136,0.001742267,0.2179042,0.001696252,0.0009856189,0.01768489,0.004178827,0.00492864,0.0565058,0.4285905,0.2490317],"study_design_scores_gemma":[0.05083443,0.002371937,0.00570689,0.1438924,0.001181409,0.0007668593,0.005022265,0.0109032,0.007342104,0.06263036,0.7081388,0.0012093],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0006037684,0.0003439205,0.02751261,0.001611951,0.001031709,0.9598103,0.005598598,0.001220165,0.00226698],"genre_scores_gemma":[0.0005176127,0.0001137883,0.03441433,0.0002712418,0.00005128203,0.9633741,0.0006679728,0.00007585386,0.0005138756],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.6925836,"threshold_uncertainty_score":0.8540788,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9264340921726028,"score_gpt":0.7128721711519617,"score_spread":0.2135619210206411,"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."}}