{"id":"W2042996701","doi":"10.1111/anae.12290","title":"Speed of spinal vs general anaesthesia for category‐1 caesarean section: a simulation and clinical observation‐based study","year":2013,"lang":"en","type":"article","venue":"Anaesthesia","topic":"Anesthesia and Pain Management","field":"Medicine","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"B.C. Women's Hospital & Health Centre","funders":"","keywords":"Medicine; Caesarean section; Spinal anesthesia; Anesthesia; General anaesthesia; Intrathecal; Regional anaesthesia; Elective caesarean section; Surgery; 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":[],"consensus_categories":[],"category_scores_codex":[0.0007093881,0.0002132146,0.0004915592,0.0001616117,0.0001125608,0.0000336062,0.00009929483,0.0001235964,0.00005304125],"category_scores_gemma":[0.00007511794,0.0001861103,0.0001645521,0.000243213,0.00008403565,0.0001409984,0.00001277597,0.0001181642,0.00001355569],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004105155,"about_ca_system_score_gemma":0.00008320285,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005808281,"about_ca_topic_score_gemma":0.00004616939,"domain_scores_codex":[0.9983068,0.0001694905,0.0006198624,0.0003852395,0.0002794806,0.0002391411],"domain_scores_gemma":[0.998858,0.00008431143,0.0002295107,0.0003990389,0.0002734479,0.0001556396],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005394807,0.0006172261,0.9818327,0.00009969571,0.00008952529,0.00002144644,0.0001249732,0.0009389523,0.00002315552,0.0002975618,0.0009734874,0.01444184],"study_design_scores_gemma":[0.002398935,0.005835797,0.9034368,0.00003745711,0.0002844581,0.000004342305,0.0002709918,0.08270305,0.00001488433,0.0001475348,0.004696381,0.0001693365],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9930364,0.00006656679,0.00207389,0.002260016,0.0000377109,0.002381962,4.744384e-7,0.00006342091,0.0000794853],"genre_scores_gemma":[0.9928691,0.00001174778,0.003478613,0.002803768,0.0002619599,0.00006813183,0.00003117015,0.00003519044,0.00044034],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08176409,"threshold_uncertainty_score":0.7589358,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07163349185435124,"score_gpt":0.3509104140092282,"score_spread":0.279276922154877,"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."}}