{"id":"W2022344277","doi":"10.1007/bf03023128","title":"Learning curve for ultrasound guided regional anesthesia","year":2005,"lang":"en","type":"article","venue":"Canadian Journal of Anesthesia/Journal canadien d anesthésie","topic":"Airway Management and Intubation Techniques","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Learning curve; Ultrasound; Regional anesthesia; Medicine; Anesthesia; Computer science; Radiology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002363976,0.0005715847,0.0005314248,0.001309415,0.0007786549,0.001594003,0.001285421,0.001419311,0.03895047],"category_scores_gemma":[0.01858672,0.0002587365,0.0009897971,0.0005239971,0.0004055427,0.003039245,0.001766954,0.002511258,0.007833569],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00197227,"about_ca_system_score_gemma":0.00357569,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00144852,"about_ca_topic_score_gemma":0.00308327,"domain_scores_codex":[0.9986267,0.0002385249,0.0001388955,0.0001455342,0.0005616035,0.0002886834],"domain_scores_gemma":[0.9859987,0.004212069,0.001159469,0.0003025791,0.001667358,0.006659853],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.004197207,0.003059745,0.07111358,0.0007150029,0.0001353893,0.004928909,0.001117176,0.007646092,0.003518612,0.005603851,0.08429044,0.8136739],"study_design_scores_gemma":[0.003333186,0.02701067,0.6017208,0.002824533,0.0003269391,0.07711352,0.005475767,0.04610389,0.005243998,0.04046108,0.1897992,0.0005864752],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7680385,0.01244122,0.02322572,0.05412101,0.003836434,0.0005997402,0.001146646,0.001914837,0.134676],"genre_scores_gemma":[0.9234509,0.01221649,0.02600602,0.006004833,0.004466468,0.0005829941,0.002174519,0.0005703386,0.02452745],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03895047,"threshold_uncertainty_score":0.1303023,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02203583670463321,"score_gpt":0.2593505109886171,"score_spread":0.2373146742839839,"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."}}