{"id":"W4378190431","doi":"10.1016/j.jogc.2023.03.032","title":"Maternal heart rate artifact during electronic fetal monitoring (EFM) in labour and birth","year":2023,"lang":"en","type":"article","venue":"Journal of Obstetrics and Gynaecology Canada","topic":"Neonatal and fetal brain pathology","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ottawa Hospital","funders":"","keywords":"Medicine; Artifact (error); Asphyxia; Fetal heart rate; Obstetrics; Cesarean delivery; Heart rate; Pregnancy; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001293528,0.0002581806,0.0002975443,0.000867144,0.0002172901,0.000915152,0.0003538262,0.0007682955,0.0007118675],"category_scores_gemma":[0.01700985,0.0001746138,0.0001849529,0.0007151469,0.0003744385,0.0002848754,0.000399116,0.0005742493,0.0001296595],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006231121,"about_ca_system_score_gemma":0.0004166581,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005043512,"about_ca_topic_score_gemma":0.006133719,"domain_scores_codex":[0.9989251,0.0003628051,0.0001396308,0.0001193582,0.000366737,0.00008619537],"domain_scores_gemma":[0.9934462,0.004450094,0.001216029,0.0002475774,0.0004279064,0.0002121841],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002751283,0.00006314762,0.8930767,0.0002185972,0.0001215394,0.006988632,0.001050593,0.0004018718,0.008325703,0.0004741791,0.0006945242,0.08583317],"study_design_scores_gemma":[0.00001211789,0.0003096246,0.9892159,0.00007688012,0.00007218693,0.00607153,0.0002721426,0.001023138,0.001960747,0.0001276177,0.0008464829,0.00001164003],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9890341,0.004604592,0.002362091,0.0003372536,0.0001389208,0.00003623597,0.0003007529,0.00003284808,0.003153261],"genre_scores_gemma":[0.9976876,0.0008443692,0.0008324562,0.00009202827,0.00009823161,0.00001230472,0.0001029731,0.00001240901,0.0003176237],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005043512,"threshold_uncertainty_score":0.0100283,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008852937298799546,"score_gpt":0.2290462566620794,"score_spread":0.2201933193632799,"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."}}