{"id":"W2012165919","doi":"10.1186/1748-5908-8-68","title":"Development of two shortened systematic review formats for clinicians","year":2013,"lang":"en","type":"article","venue":"Implementation Science","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa; McMaster University; University of Toronto; St. Michael's Hospital","funders":"Canadian Institutes of Health Research","keywords":"Usability; Systematic review; Documentation; Medicine; Process (computing); Health informatics; Knowledge translation; Heuristic evaluation; Systematic process; Computer science; MEDLINE; Evidence-based medicine; Process management; Knowledge management; Public health; Alternative medicine; Human–computer interaction; Nursing; Pathology; Operations management; Work in process","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","insufficient_payload"],"consensus_categories":["metaresearch","insufficient_payload"],"category_scores_codex":[0.1556349,0.0001862974,0.002496375,0.0003971497,0.0003099812,0.0005749997,0.002274115,0.00001633769,0.005321435],"category_scores_gemma":[0.01790367,0.00009122663,0.0006438296,0.002203549,0.0001085529,0.0010702,0.0001308289,0.00003381977,0.001430948],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005920514,"about_ca_system_score_gemma":0.0003593842,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008884646,"about_ca_topic_score_gemma":0.00005486377,"domain_scores_codex":[0.9768934,0.001199735,0.01497456,0.0006862492,0.005904108,0.0003420068],"domain_scores_gemma":[0.9845597,0.002152375,0.007421937,0.002037892,0.003668231,0.0001598861],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001042596,0.0003945626,0.01915302,0.2755203,0.000899086,0.000001183462,0.02003411,0.00005267938,0.02807304,0.04642956,0.1977889,0.4116431],"study_design_scores_gemma":[0.01455077,0.001521669,0.1154261,0.1498978,0.01248577,0.0001852681,0.2153493,0.1067667,0.09366026,0.1424115,0.1392652,0.008479748],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2308242,0.003602197,0.7231662,0.002634729,0.0009408389,0.03439372,0.00007231072,0.00002602586,0.00433982],"genre_scores_gemma":[0.7752472,0.00006559213,0.2187542,0.002682146,0.00002584512,0.002212283,0.00001910906,0.00001152993,0.000982109],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.544423,"threshold_uncertainty_score":0.9993466,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8547075334199452,"score_gpt":0.6768126695599914,"score_spread":0.1778948638599538,"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."}}