{"id":"W3133707781","doi":"10.12688/f1000research.51723.1","title":"PRISMA flow diagrams for living systematic reviews: a methodological survey and a proposal","year":2021,"lang":"en","type":"preprint","venue":"F1000Research","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Impact","funders":"","keywords":"Open peer review; Plant biology; Neuroscience; Physiology; Medicine; Management science; Computer science; Data science; Psychology; Biology; Engineering","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":[0.643924,0.005890463,0.01245968,0.04839724,0.005643308,0.01952474,0.01394672,0.01322125,0.05463902],"category_scores_gemma":[0.8397776,0.01019704,0.02742862,0.05249392,0.01061457,0.02498033,0.02290475,0.02372154,0.01914037],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02842547,"about_ca_system_score_gemma":0.1106636,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006461028,"about_ca_topic_score_gemma":0.00817114,"domain_scores_codex":[0.2221885,0.5404387,0.1863894,0.0100617,0.03784646,0.00307527],"domain_scores_gemma":[0.118438,0.632911,0.06578302,0.04614545,0.1319145,0.004807964],"domain_codex":"methods","domain_gemma":"reporting","domain_candidate":"reporting","domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001762126,0.0002685075,0.00223439,0.4186283,0.003317367,0.0002552375,0.008589181,0.004114415,0.0006495349,0.09234504,0.2642449,0.203591],"study_design_scores_gemma":[0.006267859,0.0005209821,0.002628423,0.367642,0.00376711,0.0004162574,0.003616893,0.008197027,0.001276092,0.1282803,0.4765668,0.0008202892],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.001940511,0.02185292,0.4138831,0.0858633,0.01745852,0.3770126,0.06423854,0.009103209,0.008647248],"genre_scores_gemma":[0.002820114,0.005588653,0.5755407,0.005897735,0.0004764817,0.403248,0.005137931,0.0004357322,0.0008546444],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.356076,"threshold_uncertainty_score":0.4391052,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9643123861931442,"score_gpt":0.6686314824670859,"score_spread":0.2956809037260583,"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."}}