{"id":"W4221047172","doi":"10.12688/openreseurope.14044.2","title":"Methodological approaches for developing and reporting living evidence synthesis: a study protocol","year":2022,"lang":"en","type":"article","venue":"Open Research Europe","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Horizon 2020 Framework Programme; European Commission","keywords":"Protocol (science); Systematic review; MEDLINE; Data science; Computer science; Evidence-based medicine; Management science; Psychology; Medicine; Alternative medicine; Political science; 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":[0.4036071,0.006278527,0.01167992,0.01909424,0.007631892,0.01127359,0.006127004,0.01885206,0.09524255],"category_scores_gemma":[0.5913284,0.00822203,0.01426816,0.01851266,0.01045095,0.01076207,0.008613524,0.01692927,0.03346932],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01203414,"about_ca_system_score_gemma":0.08944023,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002968505,"about_ca_topic_score_gemma":0.00414041,"domain_scores_codex":[0.5812525,0.2784814,0.0978424,0.01550375,0.02263363,0.004286289],"domain_scores_gemma":[0.4042705,0.3324869,0.05372484,0.08730394,0.1135688,0.00864502],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.02274448,0.001794465,0.002352652,0.4170446,0.003766401,0.001399982,0.02282797,0.00511339,0.005565218,0.07470717,0.1821038,0.2605797],"study_design_scores_gemma":[0.05567904,0.003594017,0.005899083,0.3104763,0.003701957,0.0007428697,0.005915124,0.009341265,0.006563716,0.1242015,0.4725077,0.001377553],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0003780095,0.0005028785,0.02388203,0.001164859,0.001152235,0.9689399,0.002826706,0.0002586603,0.000894663],"genre_scores_gemma":[0.0002630455,0.0001178597,0.0158851,0.0001601261,0.0000369566,0.983235,0.0001498391,0.00001553678,0.0001364321],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.5963929,"threshold_uncertainty_score":0.7354586,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9946167101699122,"score_gpt":0.7502327596382219,"score_spread":0.2443839505316903,"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."}}