{"id":"W2094459094","doi":"10.1097/gox.0000000000000095","title":"Update/Review","year":2014,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery Global Open","topic":"Orthopedic Surgery and Rehabilitation","field":"Medicine","cited_by":45,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saint John Regional Hospital; Dalhousie University","funders":"","keywords":"Medicine; Lidocaine; Anesthesia; Local anesthetic; Brachial plexus block; Sedation; Epinephrine; Local anesthesia; Hand surgery; Anesthetic; Surgery; Brachial plexus","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":[0.001272738,0.0002406869,0.0008983561,0.00007863973,0.0001087043,0.00004841582,0.0001599653,0.0001000585,0.001717987],"category_scores_gemma":[0.005444125,0.0001939763,0.0002606685,0.0005274565,0.0002452818,0.0003402871,0.0001379889,0.0001612474,0.0006193408],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001281789,"about_ca_system_score_gemma":0.0003715242,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005301228,"about_ca_topic_score_gemma":0.00001241712,"domain_scores_codex":[0.99797,0.0002806748,0.000606944,0.0004850573,0.0002985203,0.0003587808],"domain_scores_gemma":[0.9962878,0.002581032,0.0002205777,0.0003726062,0.0002318036,0.0003062093],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000274554,0.000152364,0.5020398,0.0006887576,0.0001687792,0.00002882441,0.00001093824,0.000001735833,0.00002395212,0.003530981,0.01729017,0.4757892],"study_design_scores_gemma":[0.001839504,0.0004115509,0.5907577,0.01039503,0.0008517775,0.002638617,0.0002225363,0.000225635,0.0002133523,0.006473512,0.384863,0.001107757],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8510717,0.003827224,0.002231147,0.003544203,0.006104734,0.001991639,0.0001404883,0.0002037729,0.1308851],"genre_scores_gemma":[0.99037,0.001529542,0.003247806,0.003849605,0.0003345439,0.0001130281,0.0001636485,0.00003009791,0.0003616983],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4746814,"threshold_uncertainty_score":0.9991946,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02151464106457693,"score_gpt":0.2929974213228642,"score_spread":0.2714827802582873,"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."}}