{"id":"W4226140743","doi":"10.1097/01.ogx.0000824768.34995.8c","title":"Cumulative Deceleration Area: A Simplified Predictor of Metabolic Acidemia","year":2022,"lang":"en","type":"article","venue":"Obstetrical & Gynecological Survey","topic":"Neonatal and fetal brain pathology","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Fetal heart rate; Electronic fetal monitoring; Cardiology; Heart rate; Intensive care medicine; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008087223,0.000208467,0.0007842695,0.0001702621,0.0001817805,0.000007595077,0.000204987,0.0001909208,0.003169438],"category_scores_gemma":[0.01417252,0.0001554486,0.0002057001,0.001284648,0.0001815084,0.0000572876,0.0003557059,0.0006162554,0.00004232194],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001062834,"about_ca_system_score_gemma":0.00009690574,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005457112,"about_ca_topic_score_gemma":0.00001059619,"domain_scores_codex":[0.9970331,0.000921545,0.0006148182,0.0004806691,0.0005564975,0.0003933894],"domain_scores_gemma":[0.9932516,0.005813652,0.0002055903,0.0002789962,0.0001965174,0.0002536751],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002791479,0.003403724,0.9181213,0.00006544481,0.0003412793,0.0006840916,0.0004320876,0.0004611838,0.01458116,0.007671969,0.003932208,0.04751404],"study_design_scores_gemma":[0.001624286,0.001538776,0.9819992,0.000002644104,0.00005871202,0.00004758975,0.0000667952,0.0007711439,0.0004485107,0.0009304959,0.01234911,0.0001627769],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9929547,0.00164835,0.0005936951,0.0003358054,0.0004289612,0.0006747713,0.0002767249,0.00008616719,0.00300079],"genre_scores_gemma":[0.9968196,0.0000310791,0.0005407482,0.001045622,0.00003999495,0.0001147674,0.0003746577,0.00001495966,0.001018559],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06387783,"threshold_uncertainty_score":0.9977418,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06487563702887808,"score_gpt":0.3007466042004465,"score_spread":0.2358709671715684,"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."}}