{"id":"W4412361597","doi":"10.1186/s12884-025-07898-1","title":"Unintended consequences of measuring gestational weight gain: how to reduce weight stigma in perinatal care","year":2025,"lang":"en","type":"letter","venue":"BMC Pregnancy and Childbirth","topic":"Obesity and Health Practices","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Concordia University","funders":"Concordia University","keywords":"Medicine; Reproductive medicine; Stigma (botany); Obstetrics; Weight gain; Birth weight; Pregnancy; Psychiatry; Body weight; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.01064528,0.0004572227,0.0008080274,0.0007484362,0.00704767,0.003735637,0.002217922,0.04437282,0.006244407],"category_scores_gemma":[0.08243068,0.0004196007,0.001187584,0.0005362089,0.005278341,0.005395025,0.003042581,0.03804022,0.00280985],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006149447,"about_ca_system_score_gemma":0.01215752,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02877749,"about_ca_topic_score_gemma":0.04123529,"domain_scores_codex":[0.9890493,0.005299889,0.001163541,0.0006596142,0.002647041,0.001180554],"domain_scores_gemma":[0.9596311,0.02940693,0.001916957,0.0006436213,0.005303879,0.003097439],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000375186,0.00003764773,0.00114802,0.0001523143,0.00001303408,0.001991049,0.002457644,0.00006175738,0.0001745833,0.01148392,0.9634136,0.01902897],"study_design_scores_gemma":[0.0001169295,0.0001011248,0.004475749,0.002933769,0.00005555585,0.003238033,0.007259199,0.0004618782,0.0003504283,0.02901594,0.9518571,0.0001344891],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0002273224,0.0007760019,0.00005750802,0.9914622,0.005829822,0.000003850002,0.000007547815,0.000004616985,0.001631174],"genre_scores_gemma":[0.005555071,0.0009467734,0.0002051847,0.9789747,0.01176651,0.00002194255,0.000007236602,0.00001273338,0.002509848],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04437282,"threshold_uncertainty_score":0.05721998,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06153924184311142,"score_gpt":0.361307989218437,"score_spread":0.2997687473753256,"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."}}