{"id":"W3027175531","doi":"10.1177/2292550320925551","title":"National Multidisciplinary Survey of Regional Anesthesia Preferences in Breast Reconstruction","year":2020,"lang":"en","type":"article","venue":"Plastic Surgery","topic":"Anesthesia and Pain Management","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Medicine; Breast reconstruction; Plastic surgery; Specialty; American society of anesthesiologists; Regional anesthesia; Anesthesia; Surgery; Breast cancer; Internal medicine; Family medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001176978,0.00008135244,0.0001174978,0.0006565274,0.0005920762,0.0002856865,0.0002962908,0.000256025,0.002299156],"category_scores_gemma":[0.003858463,0.00008430427,0.0001667836,0.001282252,0.0002489205,0.00019024,0.0003956434,0.0003560927,0.0002185763],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002630746,"about_ca_system_score_gemma":0.003862857,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4018237,"about_ca_topic_score_gemma":0.5863298,"domain_scores_codex":[0.9985475,0.0003976116,0.00015225,0.0001034396,0.0005315627,0.0002675663],"domain_scores_gemma":[0.9950688,0.0006685019,0.0017694,0.00008335084,0.001259336,0.001150672],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002444708,0.00004363329,0.9947059,0.00003773875,0.0000114757,0.00002998312,0.0004583201,0.00004884749,0.00008603158,0.00001718778,0.001140374,0.003396243],"study_design_scores_gemma":[0.000002587173,0.00002231315,0.9979684,0.00001719065,0.000002685686,0.0000539925,0.001023597,0.00006016455,0.0000230919,0.000006512959,0.0008170156,0.000002451711],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943609,0.0001952527,0.00007355908,0.0005196402,0.000006794113,0.00005693434,0.001799409,0.000003658067,0.002983944],"genre_scores_gemma":[0.9982219,0.0002323542,0.0002175174,0.0002365455,0.000007280611,0.00004007744,0.0007008653,0.000001313724,0.0003421358],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4018237,"threshold_uncertainty_score":0.7989696,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07498068683683196,"score_gpt":0.2689346455767003,"score_spread":0.1939539587398683,"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."}}