{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.09749447,0.001462573,0.001251366,0.006477406,0.000780851,0.003793196,0.003571797,0.002319161,0.00180041],"category_scores_gemma":[0.250766,0.0007063262,0.001921426,0.003030323,0.000994602,0.00214106,0.002530099,0.002479966,0.0009713827],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002011748,"about_ca_system_score_gemma":0.003499688,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005991764,"about_ca_topic_score_gemma":0.003154703,"domain_scores_codex":[0.9394193,0.03633041,0.006994286,0.006242419,0.01005026,0.0009633119],"domain_scores_gemma":[0.7779406,0.1560679,0.0252921,0.01468371,0.0247068,0.001308725],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00103493,0.0006257704,0.8688448,0.0004423864,0.001273524,0.00007791846,0.0003263283,0.03762087,0.0006449745,0.003386718,0.00475768,0.08096407],"study_design_scores_gemma":[0.0005883885,0.000862322,0.2842911,0.000921898,0.0004962559,0.0006384382,0.0003492696,0.6911929,0.004350206,0.00943466,0.006767075,0.0001074207],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6127294,0.004159601,0.3548287,0.002681423,0.0004470095,0.002774995,0.01169808,0.001900518,0.00878029],"genre_scores_gemma":[0.8411285,0.0006315397,0.1452451,0.000662754,0.0001305008,0.0009373245,0.01075808,0.0001118818,0.0003944807],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09749447,"threshold_uncertainty_score":0.5156062,"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."}}