{"id":"W4385094238","doi":"10.1097/gox.0000000000005137","title":"Discussion: Successful Use of WALANT in Local and Regional Soft Tissue Flaps: A Case Series","year":2023,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery Global Open","topic":"Reconstructive Surgery and Microvascular Techniques","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saint John Regional Hospital; Dalhousie University","funders":"","keywords":"Medicine; Lidocaine; Tourniquet; Epinephrine; Surgery; Soft tissue; Index finger; Radial artery; Anesthesia; Artery; Anatomy","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006351157,0.0003351515,0.001128155,0.0003752242,0.0001094884,0.00008338518,0.0001327187,0.0001947673,0.0001579623],"category_scores_gemma":[0.0009697903,0.0002464168,0.000177965,0.001043741,0.001049234,0.000932035,0.000365457,0.0002382998,0.00001734896],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001505978,"about_ca_system_score_gemma":0.0004367589,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001048928,"about_ca_topic_score_gemma":0.0005855004,"domain_scores_codex":[0.9976254,0.0002358763,0.0007668749,0.0006450171,0.0002590995,0.0004677701],"domain_scores_gemma":[0.9976084,0.00136567,0.0002465252,0.0003378097,0.0002006227,0.0002410003],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001484586,0.0001074786,0.7818987,0.0002338573,0.0002723561,0.009396578,0.0001320874,0.00001136093,0.0006618156,0.001048313,0.002215256,0.2025376],"study_design_scores_gemma":[0.003667057,0.0006758707,0.5317888,0.005661038,0.0005034542,0.3936499,0.009177413,0.0006130638,0.01716977,0.01101253,0.02415381,0.001927297],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966218,0.0001369876,0.0009065786,0.0003005964,0.0005110493,0.0007748452,0.0003582867,0.0001013986,0.0002884864],"genre_scores_gemma":[0.996916,0.0002630637,0.002354599,0.00005600164,0.00004136834,0.00008266734,0.0001150841,0.00002725699,0.0001439885],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3842533,"threshold_uncertainty_score":0.9999988,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03671951028821639,"score_gpt":0.2966520706508878,"score_spread":0.2599325603626714,"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."}}