{"id":"W2613134490","doi":"10.14341/dm8226","title":"Risk of gestational diabetes mellitus: which lifestyle parameters should be changed?","year":2017,"lang":"en","type":"article","venue":"Diabetes Mellitus","topic":"Gestational Diabetes Research and Management","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill-Queen's University Press","funders":"","keywords":"Medicine; Gestational diabetes; Diabetes mellitus; Internal medicine; Obstetrics; Pregnancy; Gestation; Endocrinology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001126947,0.0003637118,0.0006836698,0.0003369565,0.0004299016,0.0001671229,0.0005517984,0.0001674348,0.0002968878],"category_scores_gemma":[0.003060514,0.000327801,0.0002615529,0.0002472234,0.0004280338,0.0003689635,0.0002467321,0.0004271112,0.0001256347],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009403345,"about_ca_system_score_gemma":0.0001620152,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001336425,"about_ca_topic_score_gemma":0.00005181945,"domain_scores_codex":[0.99638,0.000180505,0.0005712633,0.0006073873,0.001258276,0.001002603],"domain_scores_gemma":[0.9962835,0.0007610519,0.0005076543,0.001229836,0.0006996627,0.000518245],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001356685,0.001006633,0.9167086,0.001776331,0.001795326,0.00002222123,0.0005801343,0.0003067162,0.005118964,0.003461532,0.009825264,0.05926256],"study_design_scores_gemma":[0.002510464,0.0009188868,0.9231417,0.0004029274,0.0005442966,5.379911e-7,0.0001930843,0.004902555,0.0366016,0.003434607,0.02683538,0.0005139807],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9847967,0.0033291,0.00005466697,0.006021574,0.0003446467,0.0009461932,0.0004245711,0.00008134498,0.004001178],"genre_scores_gemma":[0.9909096,0.002735748,0.003808488,0.000776523,0.0002056359,0.0002349336,0.0004961818,0.00006151484,0.0007714038],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05874858,"threshold_uncertainty_score":0.9999174,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04117897529100038,"score_gpt":0.3116421357122487,"score_spread":0.2704631604212483,"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."}}