{"id":"W2975540394","doi":"10.1136/bmjopen-2019-031437","title":"Non-medical determinants of perinatal health: protocol for a systematic review with meta-analysis","year":2019,"lang":"en","type":"review","venue":"BMJ Open","topic":"Gestational Diabetes Research and Management","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Data extraction; Meta-analysis; Observational study; MEDLINE; Scopus; Systematic review; Family medicine; Study heterogeneity; Pathology","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":[],"consensus_categories":[],"category_scores_codex":[0.08405614,0.007405257,0.0246948,0.01417102,0.003378975,0.007541029,0.006289633,0.007075049,0.08251733],"category_scores_gemma":[0.1224258,0.005952872,0.03075731,0.01387524,0.005202597,0.007051088,0.00517858,0.009102706,0.00944027],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01356954,"about_ca_system_score_gemma":0.04378296,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005395475,"about_ca_topic_score_gemma":0.009114257,"domain_scores_codex":[0.9469723,0.02481908,0.01691858,0.004437332,0.004928122,0.001924559],"domain_scores_gemma":[0.9222,0.03447879,0.01656941,0.007587879,0.0167511,0.002412882],"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":[0.006401254,0.0002163213,0.0005057199,0.9357762,0.006494613,0.0003608108,0.0009996886,0.001422532,0.001043544,0.003791104,0.02229389,0.02069432],"study_design_scores_gemma":[0.04666376,0.002595632,0.006446047,0.683803,0.03549155,0.0007110693,0.00157757,0.003253093,0.003156594,0.02046344,0.1950106,0.0008277484],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0003714452,0.003380904,0.003452214,0.0004567534,0.0004565613,0.9851269,0.006127271,0.0001831096,0.0004447432],"genre_scores_gemma":[0.0003392044,0.0009329972,0.004447402,0.0001233123,0.00002737136,0.9934277,0.0004892952,0.00001384845,0.0001988647],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.08405614,"threshold_uncertainty_score":0.4445367,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4281640828362003,"score_gpt":0.6067812546973358,"score_spread":0.1786171718611355,"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."}}