{"id":"W4363674669","doi":"10.1002/cesm.12008","title":"Systematic reviewers' perspectives on sharing review data, analytic code, and other materials: A survey","year":2023,"lang":"en","type":"article","venue":"Cochrane Evidence Synthesis and Methods","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; Bruyère; University of Ottawa","funders":"National Institute for Health Research Applied Research Collaboration West; National Health and Medical Research Council; Australian Research Council; Medical Research Council; University of Bristol; Department of Health and Social Care; National Institute for Health and Care Research; Australian Government; NIHR Bristol Biomedical Research Centre; University Hospitals Bristol NHS Foundation Trust","keywords":"Facilitator; Data sharing; Computer science; Survey data collection; Systematic review; Code (set theory); Psychology; Data science; Medicine; MEDLINE; Alternative medicine; Social psychology; Statistics; Political science; Mathematics","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","metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":["metaresearch","insufficient_payload"],"category_scores_codex":[0.5467004,0.0005162112,0.007890533,0.0005193613,0.0002532067,0.00132107,0.002732019,0.0001021978,0.003829405],"category_scores_gemma":[0.6180907,0.0002537857,0.0005677902,0.002369775,0.0001683101,0.0005472512,0.0007171556,0.0001559697,0.001171772],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003205537,"about_ca_system_score_gemma":0.00005284976,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006912054,"about_ca_topic_score_gemma":0.00003255166,"domain_scores_codex":[0.9108078,0.0721215,0.009471403,0.003144189,0.003941383,0.0005136952],"domain_scores_gemma":[0.7474347,0.2202448,0.009325326,0.02018245,0.002147133,0.0006655739],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001365725,0.0002310429,0.01865965,0.6427618,0.004148716,0.00008528915,0.005584122,0.00001631556,0.003644968,0.007979919,0.1526188,0.1641329],"study_design_scores_gemma":[0.0003727816,0.0002256774,0.04630432,0.8768319,0.0122107,0.0002225294,0.009696269,0.01995404,0.0007627882,0.003353452,0.02754847,0.002517095],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01552112,0.9634269,0.01292208,0.002472437,0.0004812429,0.003899645,0.0002467108,0.00005587762,0.0009739579],"genre_scores_gemma":[0.08225785,0.8517675,0.05010047,0.002589609,0.0003358115,0.0009632107,0.00002330906,0.0001512636,0.01181096],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.2340701,"threshold_uncertainty_score":0.9999914,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7972270055214279,"score_gpt":0.6270878206687901,"score_spread":0.1701391848526378,"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."}}