{"id":"W2049066434","doi":"10.1249/mss.0b013e3181b5419a","title":"Nutrition and Exercise Prevent Excess Weight Gain in Overweight Pregnant Women","year":2010,"lang":"en","type":"article","venue":"Medicine & Science in Sports & Exercise","topic":"Gestational Diabetes Research and Management","field":"Medicine","cited_by":169,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Western University","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Weight gain; Overweight; Pregnancy; Body mass index; Obstetrics; Cohort; Gestation; Obesity; Pedometer; Birth weight; Gynecology; Physical therapy; Internal medicine; Body weight; Physical activity","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00238775,0.0002198225,0.0005007596,0.001108203,0.0001040245,0.00003293868,0.0002754008,0.0000706984,0.0007036614],"category_scores_gemma":[0.0002769097,0.0001662788,0.00002753396,0.001374122,0.000974072,0.0004556011,0.0001523966,0.0004330337,0.000009873504],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002011154,"about_ca_system_score_gemma":0.000258082,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001804912,"about_ca_topic_score_gemma":0.00008561771,"domain_scores_codex":[0.9964669,0.00002168498,0.0005146799,0.0006639645,0.001490629,0.0008421092],"domain_scores_gemma":[0.99866,0.00005478609,0.0001019665,0.0004385278,0.0001576146,0.0005871443],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003013743,0.002033893,0.6308566,0.001172855,0.000001120265,0.001038219,0.005532798,0.00000994349,0.006342622,0.0001896888,0.001509076,0.3510118],"study_design_scores_gemma":[0.00243596,0.0002573082,0.9835364,0.004209972,0.00002051428,0.00001728875,0.001309355,0.0007070422,0.0003234032,0.002815295,0.004172635,0.0001948063],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938121,0.0004787368,0.00001100573,0.001686875,0.0003284581,0.001743002,0.000002560156,0.0000296381,0.001907624],"genre_scores_gemma":[0.9917976,0.005200738,0.0005024172,0.0001674356,0.00009802938,0.0005768945,0.0000201939,0.00001563956,0.00162102],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3526798,"threshold_uncertainty_score":0.7704598,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01028892106042589,"score_gpt":0.2864824706112803,"score_spread":0.2761935495508545,"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."}}