{"id":"W1483618109","doi":"10.1111/jebm.12022","title":"Visualization of evidence‐based medicine domain knowledge: production and citation of cochrane systematic reviews","year":2013,"lang":"en","type":"article","venue":"Journal of Evidence-Based Medicine","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"China Medical Board","keywords":"Citation; Knowledge translation; Systematic review; Cochrane Library; Psychological intervention; Production (economics); MEDLINE; Bibliometrics; Medicine; Developing country; Business; Political science; Alternative medicine; Computer science; Library science; Knowledge management; Economic growth; Nursing; Pathology; Economics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":["metaresearch","bibliometrics"],"domain":"evaluation","study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":["bibliometrics","scholarly_communication"],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"medium","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","bibliometrics"],"consensus_categories":[],"category_scores_codex":[0.1427776,0.002644151,0.006072936,0.1551374,0.001745282,0.01675694,0.0028039,0.00312581,0.00835994],"category_scores_gemma":[0.6335695,0.001714444,0.008436172,0.1296345,0.001865955,0.01223874,0.008451415,0.001655551,0.000770418],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005967084,"about_ca_system_score_gemma":0.01319337,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004050822,"about_ca_topic_score_gemma":0.003979015,"domain_scores_codex":[0.7898694,0.1183854,0.05426959,0.006664722,0.02951484,0.001295993],"domain_scores_gemma":[0.268842,0.6147547,0.07042522,0.01427464,0.03016713,0.001536233],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00133558,0.000148492,0.06831377,0.2122535,0.009994734,0.0006717789,0.01694841,0.006973325,0.0019316,0.02332702,0.02484769,0.6332541],"study_design_scores_gemma":[0.001955115,0.00155929,0.1947197,0.3032516,0.04526652,0.004169494,0.02496394,0.05282988,0.008577334,0.1462564,0.2149379,0.001512949],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.1969918,0.5626251,0.09063973,0.02185068,0.002804982,0.009472122,0.06677534,0.005508141,0.04333217],"genre_scores_gemma":[0.6180788,0.09863792,0.2576155,0.0009493515,0.001188566,0.009006278,0.01268549,0.0006246274,0.001213514],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8572224,"threshold_uncertainty_score":0.7550893,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.842957060811485,"score_gpt":0.5825738731360253,"score_spread":0.2603831876754598,"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."}}