{"id":"W2288015466","doi":"10.3109/14767058.2015.1137894","title":"Factors that influence excessive gestational weight gain: moving beyond assessment and counselling","year":2016,"lang":"en","type":"review","venue":"The Journal of Maternal-Fetal & Neonatal Medicine","topic":"Gestational Diabetes Research and Management","field":"Medicine","cited_by":47,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lawson Health Research Institute; Children’s Health Research Institute; Western University","funders":"","keywords":"Weight gain; Overweight; Pregnancy; Medicine; Body mass index; Obesity; Obstetrics; Socioeconomic status; Gestation; Body weight; Population; Environmental health; Endocrinology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001759363,0.0005431228,0.001672452,0.0005605409,0.0001687026,0.00005099929,0.0005022176,0.0001368297,0.0003678678],"category_scores_gemma":[0.0002435751,0.0002393552,0.0002630066,0.0002060657,0.0005127523,0.0004403578,0.000134627,0.0009071468,0.00001916064],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002934985,"about_ca_system_score_gemma":0.0004562369,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003846649,"about_ca_topic_score_gemma":0.000002609576,"domain_scores_codex":[0.995516,0.0003442379,0.001178746,0.0002763322,0.002206874,0.0004777884],"domain_scores_gemma":[0.995123,0.002074535,0.001509626,0.0002963766,0.0005301763,0.0004662999],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001883802,0.00006009793,0.001132977,0.01482659,0.001558823,0.0006229191,0.0005149311,0.00001180486,0.00005375436,0.0006215184,0.0008122994,0.9795959],"study_design_scores_gemma":[0.003815528,0.001776086,0.02678297,0.1075857,0.003783477,0.003060299,0.0005425388,0.00007259544,0.00004346421,0.003493391,0.8484188,0.0006251709],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01928373,0.9757287,0.001971266,0.001449773,0.0004608357,0.000758204,0.00008505489,0.00001475693,0.0002477021],"genre_scores_gemma":[0.009548027,0.9883389,0.0002348159,0.0002543069,0.0005018748,0.00001550301,0.000070825,0.00006021333,0.0009754751],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9789708,"threshold_uncertainty_score":0.9760624,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0407247639571812,"score_gpt":0.3622917526495301,"score_spread":0.3215669886923488,"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."}}