{"id":"W6961654960","doi":"10.1371/journal.pone.0288240.s004","title":"Manipulation guides for online database searches.","year":2023,"lang":"en","type":"article","venue":"Figshare","topic":"Data-Driven Disease Surveillance","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pregnancy; Observational study; Confidence interval; Birth weight; Cochrane Library; Low birth weight; Relative risk; Meta-analysis; Systematic review; Epidemiology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01801969,0.003166577,0.009619191,0.03686213,0.001211528,0.004366572,0.005520075,0.002673546,0.7015532],"category_scores_gemma":[0.07116257,0.00215066,0.003923712,0.04661468,0.001439926,0.004361442,0.005383855,0.002221503,0.1203935],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004786507,"about_ca_system_score_gemma":0.01617671,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008123744,"about_ca_topic_score_gemma":0.01329312,"domain_scores_codex":[0.9884278,0.00282741,0.006038831,0.001233981,0.0009542478,0.0005177518],"domain_scores_gemma":[0.9452196,0.03656412,0.007239975,0.002105833,0.007685005,0.001185483],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008962623,0.00008994617,0.0004004965,0.4330288,0.0004447244,0.0002372586,0.0007360054,0.0003563882,0.0005454484,0.004180959,0.4920858,0.0669978],"study_design_scores_gemma":[0.004305387,0.0003208542,0.004920749,0.1784917,0.001159269,0.0004098102,0.001608832,0.0009629103,0.0005949994,0.01312358,0.7938173,0.0002846103],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"methods","genre_scores_codex":[0.0008093616,0.006955343,0.004060896,0.002372622,0.0006361009,0.05134932,0.8978794,0.005933643,0.03000328],"genre_scores_gemma":[0.007866372,0.02517361,0.1002033,0.00572124,0.000622935,0.5341813,0.2599385,0.005089062,0.06120369],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9819803,"threshold_uncertainty_score":0.4256981,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2498255203420486,"score_gpt":0.402314833913427,"score_spread":0.1524893135713784,"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."}}