{"id":"W4323339368","doi":"10.1097/gox.0000000000004681","title":"How to Create an Exceptional Hand Surgery Patient Experience with WALANT","year":2022,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery Global Open","topic":"Orthopedic Surgery and Rehabilitation","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saint John Regional Hospital; Dalhousie University","funders":"","keywords":"Medicine; Patient satisfaction; Patient experience; Commit; Tourniquet; Surgery; General surgery; Health care","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":[0.003051905,0.000792458,0.0004245184,0.0008960608,0.00344363,0.004227288,0.001060727,0.00216689,0.01973332],"category_scores_gemma":[0.007710325,0.0003836091,0.001063004,0.0002138296,0.001947358,0.004974914,0.006658907,0.00504533,0.009452871],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004470092,"about_ca_system_score_gemma":0.001407722,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002029039,"about_ca_topic_score_gemma":0.0009303432,"domain_scores_codex":[0.9977503,0.0009852175,0.00009586397,0.0001332902,0.0006830907,0.0003522526],"domain_scores_gemma":[0.997039,0.0005831994,0.0002953548,0.0001381977,0.0003701436,0.001574166],"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":[0.0003277692,0.001899929,0.01013605,0.001019941,0.00008165851,0.0142914,0.03539012,0.0006024651,0.01766135,0.0130668,0.2852279,0.6202947],"study_design_scores_gemma":[0.000131216,0.002556234,0.01180287,0.001646989,0.0001077323,0.06561682,0.06610507,0.001856383,0.006334011,0.01709149,0.8263387,0.0004124831],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.3250179,0.01289742,0.1500106,0.1805483,0.02991216,0.001238318,0.0003578882,0.009749181,0.2902682],"genre_scores_gemma":[0.5331918,0.01169403,0.275952,0.04705404,0.007196883,0.00115027,0.0004428817,0.001665674,0.1216525],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01973332,"threshold_uncertainty_score":0.06601447,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02620198423123944,"score_gpt":0.2688126081346471,"score_spread":0.2426106239034077,"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."}}