{"id":"W4297461061","doi":"10.1177/15589447221120843","title":"Current Trends in Use of Epinephrine in Hand Surgery","year":2022,"lang":"en","type":"article","venue":"Hand","topic":"Orthopedic Surgery and Rehabilitation","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Epinephrine; Medicine; Orthopedic surgery; Anesthesia; General surgery; Surgery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004299718,0.00005642623,0.000239618,0.0005562477,0.00002960172,0.000004480723,0.00001457655,0.00001844431,0.0006250236],"category_scores_gemma":[0.0001917937,0.00005051284,0.00006477307,0.0005732243,0.00005971993,0.0000546949,0.00002741856,0.0001386639,0.000001227194],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003868112,"about_ca_system_score_gemma":0.00005560605,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000113578,"about_ca_topic_score_gemma":0.00009536959,"domain_scores_codex":[0.9992241,0.00009270414,0.0002842404,0.0001222663,0.0001639826,0.0001127134],"domain_scores_gemma":[0.9994177,0.0003638965,0.00005075925,0.0001144233,0.00001818058,0.00003510449],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002743042,0.0004212592,0.7749637,0.00007296061,0.000005434035,0.00005361631,0.0006391642,0.00008684726,0.003933423,0.00001207939,0.001153009,0.2183842],"study_design_scores_gemma":[0.0009481421,0.0001160719,0.9121698,0.000127314,0.00001051205,0.00001684569,0.00009103997,0.0001829548,0.001710046,0.00001917327,0.08453944,0.0000686314],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982396,0.0009125437,0.000004674174,0.0003438097,0.0003037905,0.00007563304,0.00001016468,0.000004900517,0.0001048373],"genre_scores_gemma":[0.9991223,0.00007314725,0.00002377629,0.00003892902,0.00003395127,0.00002610539,0.00006487775,0.000006255123,0.0006106853],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2183156,"threshold_uncertainty_score":0.6843569,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04978310254039023,"score_gpt":0.3021378936136758,"score_spread":0.2523547910732855,"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."}}