{"id":"W3194098144","doi":"10.12688/f1000research.55108.1","title":"Methods and guidance on conducting, reporting, publishing and appraising living systematic reviews: a scoping review protocol","year":2021,"lang":"en","type":"review","venue":"F1000Research","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Impact","funders":"National Health and Medical Research Council; Universitätsklinikum Köln; Bundesministerium für Bildung und Forschung","keywords":"Grey literature; Systematic review; Protocol (science); MEDLINE; Data extraction; Publishing; Medicine; Data science; Computer science; Information retrieval; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","metaepi_broad","scholarly_communication","insufficient_payload"],"consensus_categories":["metaresearch","metaepi_narrow"],"category_scores_codex":[0.7543746,0.001406872,0.040441,0.001479013,0.0007286554,0.01499287,0.003844766,0.0005023472,0.003374124],"category_scores_gemma":[0.9118375,0.0006768695,0.004528227,0.005508099,0.0002448123,0.001353655,0.002479571,0.002086145,0.0004773436],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001782255,"about_ca_system_score_gemma":0.001164727,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001711083,"about_ca_topic_score_gemma":0.00001045431,"domain_scores_codex":[0.6025416,0.2923211,0.0825055,0.006354241,0.0147256,0.00155196],"domain_scores_gemma":[0.3832461,0.3318357,0.2365504,0.03407722,0.01176122,0.002529418],"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":[2.381085e-7,0.00001580735,0.00001231417,0.5838607,0.0001579121,0.00002755841,0.00007048149,5.947074e-8,2.867056e-7,0.0001356333,0.01493522,0.4007838],"study_design_scores_gemma":[0.00003059148,0.00002307269,7.235787e-7,0.5352831,0.000728356,0.0003251278,0.00007598913,0.00004887098,2.208277e-7,0.00003744059,0.4631307,0.0003157982],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[1.299201e-7,0.7424429,0.001857837,0.0001490443,0.0001517526,0.2515779,0.000005398203,0.00001908683,0.003795959],"genre_scores_gemma":[4.359751e-8,0.7804015,0.02458644,0.0002233363,0.0002147845,0.1892233,0.00000909425,0.00009261211,0.00524884],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4481955,"threshold_uncertainty_score":0.9998682,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9648558835293684,"score_gpt":0.7591979850687708,"score_spread":0.2056578984605976,"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."}}