{"id":"W4404678243","doi":"10.2196/59667","title":"Pathophysiological Links Between Stroke and Patients with Prediabetes: Protocol for A Systematic Review (Preprint)","year":2024,"lang":"en","type":"review","venue":"JMIR Research Protocols","topic":"Neurological Disorders and Treatments","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Preprint; Medicine; Prediabetes; Protocol (science); Stroke (engine); Systematic review; MEDLINE; Bioinformatics; Gerontology; Alternative medicine; Computer science; Diabetes mellitus; Pathology; Engineering; Biology; World Wide Web","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001153782,0.0008026492,0.003216981,0.0002462482,0.0003035931,0.0003878549,0.001050014,0.000622974,0.00004625506],"category_scores_gemma":[0.002245756,0.0003827812,0.0005174666,0.0007310758,0.0003976303,0.0001436754,0.0009129778,0.002228786,0.0003215718],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001060559,"about_ca_system_score_gemma":0.0002496048,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":4.329904e-7,"about_ca_topic_score_gemma":1.431355e-7,"domain_scores_codex":[0.9918466,0.002653672,0.001222813,0.001991517,0.001242723,0.001042691],"domain_scores_gemma":[0.995454,0.002394191,0.0004847697,0.0010868,0.0002323996,0.0003478341],"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":[0.00007508968,0.0006720558,0.000023361,0.9659908,0.00005330604,0.0000285456,0.000005756459,9.380368e-9,0.000001130863,0.00006209304,0.001315442,0.03177245],"study_design_scores_gemma":[0.001015023,0.0049341,0.000007293137,0.6771483,0.0001438247,0.000001686858,5.525534e-7,0.000001192409,0.00000389701,0.0005515605,0.3158905,0.0003020244],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[7.157384e-7,0.04257231,0.000002675573,0.00003086984,0.000002576477,0.956525,0.0005391599,0.0001529349,0.0001737262],"genre_scores_gemma":[2.663867e-7,0.06318913,0.00004343363,0.0001061158,0.00006085999,0.9359131,0.00003092867,0.0001076045,0.0005485825],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.3145751,"threshold_uncertainty_score":0.9998624,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3667884494042395,"score_gpt":0.5640689600208433,"score_spread":0.1972805106166037,"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."}}