{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002500511,0.0005491514,0.001693794,0.0007068889,0.0003603619,0.0001005718,0.001021139,0.0002661493,0.001292222],"category_scores_gemma":[0.0008300191,0.0003410499,0.0001053229,0.0004455005,0.001316787,0.0004967846,0.0005316381,0.00105008,0.00002234771],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003170845,"about_ca_system_score_gemma":0.0008997629,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02268866,"about_ca_topic_score_gemma":0.000630891,"domain_scores_codex":[0.9955006,0.0002825875,0.001058999,0.0008774835,0.001568774,0.0007116192],"domain_scores_gemma":[0.9962524,0.0002167102,0.0009726727,0.001873851,0.0002990145,0.0003853849],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.001409304,0.001139162,0.2057856,0.002105852,0.0005209121,0.0003293177,0.01408829,4.541932e-7,0.00009446701,0.00001138574,0.7739558,0.0005595351],"study_design_scores_gemma":[0.006998946,0.001899971,0.8270543,0.006237999,0.0004873069,0.00006259441,0.004656577,0.0000818887,0.0000275048,0.0001265409,0.1516691,0.0006972137],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8083056,0.001350828,1.766397e-7,0.01385856,0.001758437,0.003274236,0.1708844,0.00006370543,0.0005040696],"genre_scores_gemma":[0.9069962,0.0004351395,0.00008305243,0.01271055,0.001096626,0.0001139215,0.06698579,0.0001854315,0.01139327],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6222866,"threshold_uncertainty_score":0.9999042,"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."}}