{"id":"W4403544260","doi":"10.1097/xcs.0000000000001171","title":"Obstetrics and Gynecology","year":2024,"lang":"en","type":"article","venue":"Journal of the American College of Surgeons","topic":"Maternal and Perinatal Health Interventions","field":"Medicine","cited_by":108,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Obstetrics and gynaecology; Gynecology; Obstetrics; Pregnancy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00025455,0.00005386215,0.0002872659,0.0001624318,0.00003601048,0.000004209875,0.00007633902,0.00001670206,0.0001482215],"category_scores_gemma":[0.0005467458,0.00003108556,0.0001904202,0.000415314,0.0001822627,0.00003387516,0.00004234228,0.0001920611,0.000002750156],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004411208,"about_ca_system_score_gemma":0.000174801,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007248086,"about_ca_topic_score_gemma":0.00001124246,"domain_scores_codex":[0.9992915,0.00004760285,0.0003558065,0.00005175065,0.0001539337,0.00009944206],"domain_scores_gemma":[0.9986325,0.0008258753,0.0002414496,0.00009411317,0.0001126953,0.00009334939],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001567454,0.001329167,0.5531685,0.008406672,0.001891423,0.006900559,0.000823925,0.00002375567,0.006516981,0.02523354,0.1312723,0.2628657],"study_design_scores_gemma":[0.0004523263,0.001503063,0.3291184,0.0007763932,0.0001437639,0.005407903,0.0004205965,0.000201209,0.0007471401,0.0008386212,0.6603158,0.00007474196],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9872836,0.002088176,0.00002657606,0.00858208,0.001208313,0.00006484315,0.0001070035,0.000004974082,0.0006344651],"genre_scores_gemma":[0.9929101,0.0005539689,0.0002266769,0.0002194854,0.00004378414,7.857315e-7,1.298323e-7,0.000006754151,0.006038275],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5290436,"threshold_uncertainty_score":0.1622921,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02186818167957893,"score_gpt":0.3159758792930023,"score_spread":0.2941076976134234,"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."}}