{"id":"W3004961055","doi":"10.12669/pjms.342.12213","title":"Lack of uniformity in screening, diagnosis and management of gestational diabetes mellitus among health practitioners across major cities of Pakistan","year":2018,"lang":"en","type":"article","venue":"Pakistan Journal of Medical Sciences","topic":"Gestational Diabetes Research and Management","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"WiLAN (Canada)","funders":"","keywords":"Medicine; Gestational diabetes; Glycemic; Family medicine; Diabetes mellitus; Health care; Obstetrics; Pregnancy; Pediatrics; Gestation","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005163379,0.0000902266,0.0003798226,0.000249219,0.00008552532,0.00001974691,0.0002397988,0.00003973408,0.0002165127],"category_scores_gemma":[0.000357606,0.00006648601,0.00006345667,0.0005100172,0.002448661,0.0002289591,0.00009448734,0.0001561303,3.510087e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005676239,"about_ca_system_score_gemma":0.00029354,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003061187,"about_ca_topic_score_gemma":0.0002419172,"domain_scores_codex":[0.9961681,0.0001300386,0.0009098287,0.0001447558,0.002333701,0.000313609],"domain_scores_gemma":[0.998144,0.0004133828,0.0007165482,0.00008228915,0.0003231691,0.0003206029],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001665817,0.000480959,0.9295831,0.002423613,0.0002115325,0.00004235789,0.001900672,0.00002332333,0.00003382148,0.01930135,0.0007301065,0.04510254],"study_design_scores_gemma":[0.001650841,0.002063478,0.976646,0.002514506,0.00003105732,0.000005593824,0.01313303,0.0002768671,0.0007170585,0.002011359,0.0008810252,0.00006919612],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9917201,0.001414619,0.0006903774,0.005259116,0.00005429267,0.0002208598,0.00003646267,0.000002354398,0.0006018582],"genre_scores_gemma":[0.9901596,0.003978807,0.005649095,0.0001298359,0.00003451999,0.000006557681,0.000005129615,0.000003939383,0.00003248586],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04706284,"threshold_uncertainty_score":0.9022195,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0756949335744329,"score_gpt":0.4316580688901877,"score_spread":0.3559631353157547,"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."}}