{"id":"W1987524760","doi":"10.1258/td.2009.080433","title":"Delivery room logbook – fact or fiction?","year":2009,"lang":"en","type":"article","venue":"Tropical Doctor","topic":"Global Maternal and Child Health","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"The Society of Obstetricians and Gynaecologists of Canada","funders":"","keywords":"Logbook; Medicine; Audit; Caesarean section; Medical emergency; Worksheet; Emergency medicine; Pediatrics; 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":[0.00001270395,0.0000969644,0.000192465,0.00002596464,0.00005070399,0.00001129042,0.00005517708,0.00006709226,0.001606038],"category_scores_gemma":[0.00002279538,0.0000598638,0.00006785645,0.00005839674,0.00001591567,0.00003859825,0.00001082123,0.0001476947,0.000547507],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006898049,"about_ca_system_score_gemma":0.00004817284,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000379409,"about_ca_topic_score_gemma":0.000005701706,"domain_scores_codex":[0.9992559,0.00001611806,0.0001709814,0.0001568791,0.0001709645,0.0002291403],"domain_scores_gemma":[0.999552,0.00001719218,0.00002281831,0.0001419794,0.00003398225,0.0002320538],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.009726664,0.002469277,0.6183525,0.0003488537,0.0001861327,0.00157518,0.0002866158,0.00001300225,0.007772346,0.02977054,0.2430258,0.08647304],"study_design_scores_gemma":[0.0008416246,0.0009592436,0.875227,0.00003894855,0.00002348332,0.0000740529,0.000006948928,0.00002280251,0.0002309547,0.0003000057,0.1222076,0.00006733483],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9851907,0.00009902941,0.0001016076,0.00465233,0.0001593709,0.000163493,0.00000746914,0.0001129309,0.009513108],"genre_scores_gemma":[0.9823303,0.00007225453,0.0003389299,0.008362346,0.0004878345,0.000001835909,0.000005908757,0.00000522465,0.008395416],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2568745,"threshold_uncertainty_score":0.9993066,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02245170799349361,"score_gpt":0.3063592075701433,"score_spread":0.2839074995766497,"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."}}