{"id":"W2674313232","doi":"10.15200/winn.149804.49487","title":"PLOS Science Wednesday: Hi reddit, my name is Sarka Lisonkova and I published a study in PLOS Medicine showing mothers over 40 years have increasingly higher rates of adverse health outcomes – Ask me Anything!","year":2017,"lang":"en","type":"dataset","venue":"The Winnower","topic":"Maternal and fetal healthcare","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Obstetrics and gynaecology; Medicine; Amniotic fluid embolism; Childbirth; Psychological intervention; Family medicine; Population; Public health; Pediatrics; Obstetrics; Pregnancy; Psychiatry; Nursing","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00222958,0.001011933,0.001616155,0.003522028,0.0008161204,0.004304409,0.001650027,0.001613611,0.1671304],"category_scores_gemma":[0.02679993,0.0005951055,0.001429977,0.006476645,0.0004308792,0.002107021,0.002660613,0.002554596,0.07185955],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001293816,"about_ca_system_score_gemma":0.003506636,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01412962,"about_ca_topic_score_gemma":0.02700779,"domain_scores_codex":[0.9982759,0.0004600484,0.0003861341,0.0003347265,0.0003373302,0.0002057595],"domain_scores_gemma":[0.992347,0.002992617,0.00128034,0.0009763267,0.001500485,0.0009032009],"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":[0.00009724979,0.000006210394,0.002333706,0.00129953,0.00007257408,0.00001560129,0.00001867561,0.00005858297,0.00002276332,0.0004542837,0.9928561,0.002764742],"study_design_scores_gemma":[0.0005913842,0.00002324323,0.008002845,0.001981871,0.00009997766,0.00009875184,0.00008868163,0.0001690851,0.0001011992,0.001201631,0.987609,0.00003232023],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0001803407,0.0005848403,0.0000717339,0.001125655,0.0002818154,0.00002321118,0.996055,0.0001720802,0.001505382],"genre_scores_gemma":[0.002702859,0.001345764,0.0005668573,0.001389107,0.0002167523,0.0003463105,0.9886279,0.0002543835,0.004550056],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.1671304,"threshold_uncertainty_score":0.5591068,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0499195937177273,"score_gpt":0.3645858248143801,"score_spread":0.3146662310966528,"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."}}