{"id":"W2064923700","doi":"10.1016/j.anclin.2007.11.007","title":"Ultrasound-Facilitated Epidurals and Spinals in Obstetrics","year":2008,"lang":"en","type":"review","venue":"Anesthesiology Clinics","topic":"Anesthesia and Pain Management","field":"Medicine","cited_by":152,"is_retracted":false,"has_abstract":false,"ca_institutions":"Mount Sinai Hospital","funders":"","keywords":"Medicine; Palpation; Clinical Practice; Ultrasound; Gold standard (test); Lumbar; Regional anesthesia; Medical physics; Anesthesia; Radiology; Physical therapy","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009938007,0.0005820818,0.00364945,0.0005686756,0.0000760171,0.0000113266,0.0002460744,0.001154588,0.0000456056],"category_scores_gemma":[0.003258297,0.0004673,0.0005053287,0.0006874134,0.0003876654,0.00004259584,0.00004732897,0.0008669177,0.0003306681],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009363968,"about_ca_system_score_gemma":0.0003144637,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001534786,"about_ca_topic_score_gemma":0.00000255901,"domain_scores_codex":[0.9960515,0.0008533688,0.00154601,0.0008040965,0.0001993693,0.0005456477],"domain_scores_gemma":[0.9900783,0.008442954,0.0004872159,0.0007230983,0.00007030881,0.0001980954],"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":[0.0000373793,0.0002080788,0.04044192,0.008389456,0.0001761311,0.003606907,0.0001105058,5.683989e-7,4.286053e-8,0.0001697871,0.002393358,0.9444659],"study_design_scores_gemma":[0.0004971976,0.000624568,0.01390735,0.003919493,0.0005132302,0.00402371,0.00004200419,0.000002507923,3.486229e-8,0.0001322084,0.9759406,0.0003970625],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.005458324,0.9926111,0.000002344279,0.0001372446,0.00009306162,0.001373025,0.000002769128,0.00007720237,0.0002449999],"genre_scores_gemma":[0.0000698462,0.9948181,0.0004218341,0.00258063,0.00009312121,0.00009471568,0.0002109709,0.00006698143,0.001643808],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9735473,"threshold_uncertainty_score":0.9997779,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09465613096577556,"score_gpt":0.3781358505018099,"score_spread":0.2834797195360343,"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."}}