{"id":"W7099192402","doi":"","title":"OBSTETRICS Antepartum Risk Score Predicts Adverse Birth Outcomes","year":2015,"lang":"en","type":"article","venue":"","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Apgar score; Singleton; Pregnancy; Retrospective cohort study; Medical record; Cohort study; Cohort; Obstetric labor complication; Birth weight","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006217663,0.0002719678,0.0001477184,0.000811787,0.0002484119,0.000578447,0.0004067823,0.0002541562,0.001857686],"category_scores_gemma":[0.004823856,0.0001511683,0.0002195272,0.0007531508,0.0003727141,0.0001303065,0.0003337614,0.0005147826,0.0002007649],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008846451,"about_ca_system_score_gemma":0.001378061,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07266501,"about_ca_topic_score_gemma":0.07013055,"domain_scores_codex":[0.9995942,0.00008986061,0.00003626827,0.00005457998,0.0001519935,0.00007313101],"domain_scores_gemma":[0.9975851,0.0004475558,0.001200033,0.0001242259,0.000306008,0.0003370865],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003683086,0.000006090208,0.9988857,0.00000280995,0.00001249322,0.00002272341,0.00001011395,0.00004861554,0.00004541452,0.00001160599,0.00005443758,0.0008631613],"study_design_scores_gemma":[0.000002579658,0.00003122809,0.9993905,0.000005811504,0.00001798577,0.0001303046,0.00003122184,0.0002378363,0.00005142188,0.00002019085,0.00007997394,0.00000107759],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979456,0.0002666248,0.0001706488,0.0001230188,0.000009248865,0.00000622879,0.0003027482,0.000009174668,0.001166729],"genre_scores_gemma":[0.9992625,0.00009345664,0.000136913,0.000008887966,0.000008293048,0.000002051795,0.0002726094,0.00000140902,0.0002138014],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07266501,"threshold_uncertainty_score":0.1444841,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03557118821790493,"score_gpt":0.2344740463950373,"score_spread":0.1989028581771324,"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."}}