{"id":"W4309862272","doi":"10.1002/pds.5574","title":"Validation of claims‐based algorithms to identify non‐live birth outcomes","year":2022,"lang":"en","type":"article","venue":"Pharmacoepidemiology and Drug Safety","topic":"Reproductive Health and Contraception","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of General Medical Sciences; U.S. Food and Drug Administration; Hamilton Health Sciences Foundation; Pacira BioSciences; U.S. Department of Health and Human Services","keywords":"Medicine; Live birth; Abortion; Pregnancy; Diagnosis code; Pregnancy termination; Medicaid; Obstetrics; Epidemiology; Medical record; Pediatrics; Population; Health care; Surgery; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003438474,0.0001425369,0.0005409058,0.000162039,0.0002463703,0.000001730196,0.00007536774,0.0000449899,0.0006669647],"category_scores_gemma":[0.0005030899,0.0001251173,0.00010372,0.0001927466,0.00007765337,0.00006193946,0.00007632512,0.0003444052,0.00002600338],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007676143,"about_ca_system_score_gemma":0.0001062407,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001911875,"about_ca_topic_score_gemma":0.000002316204,"domain_scores_codex":[0.9977054,0.0008475489,0.0005726417,0.0004276084,0.0001675532,0.0002792282],"domain_scores_gemma":[0.9985163,0.0007357353,0.0002159309,0.0002252659,0.000107762,0.0001990677],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003745174,0.0003952038,0.9195268,0.0003057122,0.0001628791,0.00001498102,0.001241263,0.00229662,0.02200047,0.0003063341,0.01099676,0.03900781],"study_design_scores_gemma":[0.003586714,0.0003525359,0.9598049,0.00001934497,0.0001602006,0.00002566293,0.0004877812,0.003684543,0.006280418,0.0005518036,0.02486071,0.0001854114],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.954555,0.000523283,0.007450021,0.03554994,0.0006511261,0.0008867584,0.00007460018,0.00004718694,0.0002620783],"genre_scores_gemma":[0.9893174,0.0001397512,0.001498901,0.008162463,0.0001919141,0.0001395795,0.00008424146,0.00001316782,0.0004525368],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04027808,"threshold_uncertainty_score":0.7302796,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04147118061543961,"score_gpt":0.4075867914678279,"score_spread":0.3661156108523883,"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."}}