{"id":"W2948949814","doi":"10.2337/db19-1432-p","title":"1432-P: Local Glucose Source for Gestational Diabetes Screening in Resource-Limited Settings","year":2019,"lang":"en","type":"article","venue":"Diabetes","topic":"Gestational Diabetes Research and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Petro-Canada","funders":"","keywords":"Medicine; Gestational diabetes; Internal medicine; Endocrinology; Diabetes mellitus; Logistic regression; Pregnancy; Gestational age; Area under the curve; Gestation; Obstetrics; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.002153272,0.0002902837,0.00028998,0.0002687684,0.0006147634,0.0005411137,0.0006173765,0.0004175332,0.00935745],"category_scores_gemma":[0.003456047,0.0002046827,0.0002215551,0.0006818716,0.0005956349,0.000415236,0.0009333125,0.0004294694,0.0007928934],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009467838,"about_ca_system_score_gemma":0.002247181,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02237433,"about_ca_topic_score_gemma":0.02022063,"domain_scores_codex":[0.9987759,0.0008737353,0.000039158,0.000084445,0.00009323118,0.000133507],"domain_scores_gemma":[0.9982852,0.0004759879,0.0004091887,0.0001209077,0.0001579707,0.0005507701],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.009858551,0.004227788,0.9062954,0.0006981714,0.0001278755,0.0004723751,0.0004821496,0.0002861408,0.002120298,0.0001478057,0.001925196,0.07335825],"study_design_scores_gemma":[0.002652983,0.01709536,0.9741469,0.0002127306,0.0001858654,0.0005283991,0.001506172,0.0005943702,0.0006736549,0.00009188033,0.002293329,0.00001842434],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951503,0.0003794579,0.0001689047,0.0003972058,0.0000145684,0.0005185931,0.0005052155,0.00001399908,0.002851891],"genre_scores_gemma":[0.996631,0.0002983616,0.0009883852,0.0002202004,0.00001632734,0.0006557307,0.0004638378,0.000005271473,0.0007210497],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02237433,"threshold_uncertainty_score":0.04448819,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01232364163492478,"score_gpt":0.260862767071072,"score_spread":0.2485391254361472,"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."}}