{"id":"W4324143861","doi":"10.1186/s13643-023-02209-1","title":"Saturated fat and human health: a protocol for a methodologically innovative systematic review and meta-analysis to inform public health nutrition guidelines","year":2023,"lang":"en","type":"article","venue":"Systematic Reviews","topic":"Fatty Acid Research and Health","field":"Nursing","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hamilton Health Sciences; University of Manitoba; University of Alberta; McMaster University; Impact","funders":"","keywords":"Medicine; Systematic review; CINAHL; Meta-analysis; MEDLINE; Protocol (science); Saturated fat; Public health; Guideline; Alternative medicine; Randomized controlled trial; Environmental health; Psychological intervention; Nursing; Surgery; 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":[{"model":"gemma","categories":[],"domain":null,"study_design":"systematic_review","genre":"protocol","about_ca_system":false,"about_ca_topic":false,"confidence":"medium","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"systematic_review","genre":"protocol","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.19934,0.008410118,0.01616749,0.01590332,0.004918756,0.009941556,0.007510265,0.01216427,0.08411506],"category_scores_gemma":[0.303522,0.007731198,0.02597225,0.01973311,0.00667708,0.008703421,0.008367434,0.01615616,0.01934768],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01621652,"about_ca_system_score_gemma":0.06893287,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004979625,"about_ca_topic_score_gemma":0.009165364,"domain_scores_codex":[0.8200204,0.1089527,0.04759787,0.00971269,0.01027306,0.003443157],"domain_scores_gemma":[0.7634988,0.1256218,0.02757551,0.03796756,0.03989662,0.005439663],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01505898,0.0009964836,0.001471488,0.6541501,0.01014037,0.001301668,0.005110009,0.005006415,0.003937502,0.02677393,0.1845064,0.09154664],"study_design_scores_gemma":[0.07462457,0.002161486,0.006549031,0.36268,0.01256293,0.0008457675,0.002347147,0.008375264,0.004604133,0.07943542,0.4446019,0.001212425],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0001841358,0.0007415103,0.007029028,0.0007253332,0.0006121377,0.9853743,0.004329391,0.00037956,0.0006245566],"genre_scores_gemma":[0.000138128,0.0001861782,0.01202614,0.0001400772,0.00001983669,0.9870403,0.0002685557,0.00002111329,0.0001597],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.19934,"threshold_uncertainty_score":0.9873564,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7138113040543825,"score_gpt":0.5893474348147328,"score_spread":0.1244638692396497,"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."}}