{"id":"W3184497625","doi":"10.4103/jod.jod_63_21","title":"Practice Patterns Among Healthcare Professionals for Screening, Diagnosis, and Management of Gestational Diabetes Mellitus (GDM) in Selected Countries of Asia, Africa, and Middle East","year":2021,"lang":"en","type":"article","venue":"Journal of Diabetology","topic":"Gestational Diabetes Research and Management","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Women's College Hospital","funders":"","keywords":"Gestational diabetes; Medicine; Family medicine; Middle East; Diabetes mellitus; Pregnancy; Health professionals; Health care; Obstetrics; Gestation; Geography; Political science","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":[],"consensus_categories":[],"category_scores_codex":[0.001260387,0.0001391121,0.0002669852,0.0009642517,0.0006971765,0.0006890584,0.0003351494,0.0005168701,0.001377901],"category_scores_gemma":[0.006025977,0.0002877215,0.0002331436,0.001422437,0.0005729112,0.000602138,0.0009270811,0.0003681601,0.0001256216],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009177536,"about_ca_system_score_gemma":0.001246201,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01906762,"about_ca_topic_score_gemma":0.02075425,"domain_scores_codex":[0.998811,0.000373637,0.0002030598,0.0001776444,0.0001804884,0.0002542323],"domain_scores_gemma":[0.9959826,0.001318396,0.001463124,0.00008796575,0.00041085,0.0007370636],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006562658,0.00003521559,0.9712191,0.0002147625,0.00002279441,0.0006927165,0.01941421,0.00003817706,0.0003329437,0.00008878743,0.0005493299,0.007326385],"study_design_scores_gemma":[0.00001462894,0.0001522765,0.9224306,0.0004393166,0.00002001812,0.001831861,0.07263609,0.000183655,0.0001481752,0.00005172042,0.002071585,0.00001993466],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979932,0.0007350614,0.00003738742,0.0004578028,0.000008335454,0.00001511551,0.0001093293,0.000001664076,0.0006420476],"genre_scores_gemma":[0.9985809,0.0008645009,0.000123172,0.0002020236,0.000005343598,0.00001822394,0.00007296429,0.000001428033,0.0001313767],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01906762,"threshold_uncertainty_score":0.03791326,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03698330739098641,"score_gpt":0.3325368762160767,"score_spread":0.2955535688250903,"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."}}