{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001565882,0.0001253342,0.0002050437,0.0005206381,0.0008846401,0.000687305,0.0004625809,0.0003565944,0.002002084],"category_scores_gemma":[0.005924169,0.0002945777,0.0001756945,0.0009920922,0.0006634959,0.0004643843,0.0005595608,0.0003482455,0.0001668988],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00112604,"about_ca_system_score_gemma":0.003098306,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04524834,"about_ca_topic_score_gemma":0.04443028,"domain_scores_codex":[0.9987791,0.0002962455,0.0001753095,0.0002308994,0.0002894233,0.0002289981],"domain_scores_gemma":[0.9938759,0.001774311,0.002495661,0.0002888348,0.0007826069,0.0007826717],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004524356,0.00003815169,0.9852095,0.000136243,0.00001951876,0.0002949437,0.00269499,0.00007378933,0.0004473715,0.00009295272,0.0006200188,0.01032715],"study_design_scores_gemma":[0.000009698846,0.0001009916,0.991365,0.0001085283,0.0000111171,0.0004675706,0.00644713,0.0001162073,0.0001165632,0.00003799121,0.001208903,0.00001033474],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966844,0.0004273279,0.0001368876,0.001314315,0.00001712524,0.00002243539,0.0002269961,0.000005389221,0.001165109],"genre_scores_gemma":[0.9990668,0.0003660922,0.0001605916,0.0002041011,0.00000615758,0.000008574902,0.00007416309,0.00000122399,0.000112269],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04524834,"threshold_uncertainty_score":0.08996993,"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."}}