{"id":"W4221109094","doi":"10.1016/j.bjae.2022.01.002","title":"Major obstetric haemorrhage","year":2022,"lang":"en","type":"review","venue":"BJA Education","topic":"Maternal and fetal healthcare","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Mount Sinai Hospital","funders":"","keywords":"Medicine; Postpartum haemorrhage; Obstetrics; Pregnancy","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000087728,0.000179686,0.0006718377,0.0002753857,0.00008073521,0.00001224533,0.0001057262,0.0001177572,0.00530261],"category_scores_gemma":[0.00007165693,0.0001402233,0.0002319563,0.0004612836,0.00000912429,0.00002556554,0.00004041894,0.0003525896,0.0004296237],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003493706,"about_ca_system_score_gemma":0.001583809,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002036147,"about_ca_topic_score_gemma":0.00000177495,"domain_scores_codex":[0.9989747,0.00007147379,0.0003369989,0.0002482081,0.0002148053,0.0001538449],"domain_scores_gemma":[0.9992687,0.00006584537,0.0001909076,0.0003002467,0.00003661984,0.0001376986],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002374154,0.0001156138,0.00001940617,0.05465637,0.00001831951,0.000009311694,0.0000343257,1.775721e-9,2.641548e-8,0.00008491583,0.003169319,0.94189],"study_design_scores_gemma":[0.00005590706,0.00004619095,0.0001109388,0.004375441,0.0005202079,0.00027714,0.00005596051,3.911259e-7,1.697581e-7,0.00002376647,0.9944172,0.0001166691],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002497389,0.9868451,7.580958e-7,0.0001946202,0.002808525,0.000932826,0.00003505397,0.00004609976,0.009112014],"genre_scores_gemma":[0.00001076618,0.9434413,0.00008394308,0.0002596163,0.0007852827,0.0005936453,0.0008399658,0.00003928337,0.05394621],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9912479,"threshold_uncertainty_score":0.9956067,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1102164829902628,"score_gpt":0.4200471677213627,"score_spread":0.3098306847310999,"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."}}