{"id":"W3195739968","doi":"10.1101/2021.08.19.21262273","title":"Associations between gestational weight gain adequacy and neonatal outcomes in Tanzania","year":2021,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Gestational Diabetes Research and Management","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Canadian Institutes of Health Research; Bill and Melinda Gates Foundation","keywords":"Medicine; Weight gain; Obstetrics; Body mass index; Birth weight; Gestational age; Pediatrics; Pregnancy; Small for gestational age; Mass index; Low birth weight; Body weight; Internal medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001161885,0.0001705562,0.0001886159,0.0004751474,0.0001646654,0.0002883432,0.000304962,0.0001510547,0.0007182946],"category_scores_gemma":[0.004033399,0.00013507,0.000202583,0.0005717202,0.0002544291,0.0001434662,0.0006086352,0.000254608,0.00004035457],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004346156,"about_ca_system_score_gemma":0.0004765052,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02246731,"about_ca_topic_score_gemma":0.02189691,"domain_scores_codex":[0.9994917,0.0002337372,0.00006954934,0.00007175967,0.00007152791,0.00006168385],"domain_scores_gemma":[0.9983095,0.0003741326,0.0009762131,0.00008104611,0.0001185537,0.000140551],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005976475,0.000007649355,0.9982167,0.00002654557,0.00003008455,0.0000673288,0.00008776919,0.00006324545,0.00009388937,0.00002001616,0.00006020489,0.001266683],"study_design_scores_gemma":[0.000004854561,0.00004528011,0.9994195,0.00002631892,0.00002342397,0.00008784956,0.00009881912,0.000175942,0.00003415863,0.00001593792,0.00006652528,0.000001619115],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990956,0.0004357276,0.000044691,0.00005949956,0.000002690664,0.000004514302,0.0002448852,0.000001428697,0.0001110535],"genre_scores_gemma":[0.9996616,0.0001337144,0.00005905668,0.00001471778,0.000001892162,0.000007302593,0.00009458233,4.974124e-7,0.0000267238],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02246731,"threshold_uncertainty_score":0.04467309,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03140914433271327,"score_gpt":0.3203834826617486,"score_spread":0.2889743383290353,"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."}}