{"id":"W2207263548","doi":"10.1177/0310057x1404200406","title":"Standardised Training Program in Spinal Ultrasound for Epidural Insertion: Protocol-Driven versus Non—Protocol Driven Teaching Approach","year":2014,"lang":"en","type":"article","venue":"Anaesthesia and Intensive Care","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Mount Sinai Hospital","funders":"","keywords":"Medicine; Protocol (science); Pathology; Alternative 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":[],"consensus_categories":[],"category_scores_codex":[0.0002328989,0.0002532243,0.0005027654,0.0001308751,0.0001976013,0.00006608016,0.00007872401,0.0001484603,0.00001076889],"category_scores_gemma":[0.0009350167,0.0002051702,0.0001654296,0.0001401161,0.0001331574,0.0001333779,0.00001972476,0.000347796,0.000001853556],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001036353,"about_ca_system_score_gemma":0.0001185446,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002505966,"about_ca_topic_score_gemma":0.00001059849,"domain_scores_codex":[0.9984658,0.0001010301,0.0003836258,0.0004382992,0.000227199,0.0003840195],"domain_scores_gemma":[0.9985926,0.0001333379,0.0001200727,0.0001863874,0.0007626349,0.0002049773],"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":[0.01434662,0.0002016136,0.0538219,0.0008339354,0.0001134041,0.00005265408,0.01377301,0.0002249258,0.0002062928,0.00136382,0.0002392629,0.9148226],"study_design_scores_gemma":[0.1113453,0.02552368,0.2930532,0.002367587,0.000265575,0.0001267659,0.1126276,0.05260531,0.0003016352,0.0001912774,0.4002005,0.001391445],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"empirical","genre_scores_codex":[0.4240994,0.000009540426,0.001866127,0.0006958171,0.00008248111,0.5602713,0.000009187685,0.0002334272,0.01273272],"genre_scores_gemma":[0.6930892,2.812823e-7,0.003184159,0.000662485,0.0001292471,0.3028414,0.00005094847,0.00002606606,0.00001617958],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9134311,"threshold_uncertainty_score":0.8366598,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05577482737779304,"score_gpt":0.375759486495319,"score_spread":0.3199846591175259,"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."}}