{"id":"W4381487859","doi":"10.1016/j.jvsv.2023.05.019","title":"Exploring the perception of venous disease within vascular surgery","year":2023,"lang":"en","type":"article","venue":"Journal of Vascular Surgery Venous and Lymphatic Disorders","topic":"Diagnosis and Treatment of Venous Diseases","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre Hospitalier de l’Université de Montréal","funders":"Medtronic; Abbott Laboratories","keywords":"Medicine; Respondent; Vascular surgery; Univariate analysis; Ethnic group; Family medicine; Multivariate analysis; Health care; Demography; Private practice; Perception; Surgery; Internal medicine; Psychology; Cardiac surgery","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":[0.004713056,0.0001837434,0.0002335793,0.0006872143,0.002178421,0.003518186,0.0004648183,0.001027151,0.0034972],"category_scores_gemma":[0.01831567,0.0002247148,0.0003737233,0.0003010839,0.002490754,0.002089945,0.002529028,0.002681731,0.0002341537],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001823565,"about_ca_system_score_gemma":0.002540513,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006902616,"about_ca_topic_score_gemma":0.008105169,"domain_scores_codex":[0.9954941,0.003082969,0.0001689914,0.0001547245,0.0005178712,0.0005813314],"domain_scores_gemma":[0.9878526,0.004956008,0.002346252,0.0001814473,0.001192703,0.003471043],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003935581,0.0008200214,0.3290402,0.0002877908,0.0001017553,0.001819187,0.624838,0.0002344214,0.001838096,0.005269592,0.003137253,0.03222015],"study_design_scores_gemma":[0.00003112348,0.0006033872,0.159704,0.0002497926,0.00003844484,0.001781061,0.8213988,0.0003603911,0.0002626043,0.001588574,0.01390843,0.00007350972],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9886474,0.000633837,0.0002749924,0.003443865,0.0001077924,0.00002157478,0.00003010308,0.000003008309,0.006837304],"genre_scores_gemma":[0.9984585,0.0003251525,0.0001093978,0.0005558172,0.00003565454,0.000007356972,0.00001293393,0.000001973124,0.0004931357],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006902616,"threshold_uncertainty_score":0.02492535,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04857072947659437,"score_gpt":0.2555433262638685,"score_spread":0.2069725967872741,"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."}}