{"id":"W4307047485","doi":"10.1053/j.semvascsurg.2022.10.005","title":"Qualitative research in vascular surgery","year":2022,"lang":"en","type":"review","venue":"Seminars in Vascular Surgery","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Sunnybrook Health Science Centre; Health Sciences Centre","funders":"","keywords":"Qualitative research; Medicine; Vascular surgery; Surgery; Cardiac surgery; Social science; Sociology","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.02954809,0.001560206,0.004392036,0.01232571,0.002506749,0.006595265,0.001989224,0.004068951,0.01433097],"category_scores_gemma":[0.06034106,0.001201361,0.002047013,0.01713517,0.005520349,0.00784097,0.00778634,0.004192496,0.001235537],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01225569,"about_ca_system_score_gemma":0.0361863,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01407992,"about_ca_topic_score_gemma":0.0369103,"domain_scores_codex":[0.9758724,0.01675178,0.003159425,0.0008798006,0.002635424,0.0007011774],"domain_scores_gemma":[0.8927561,0.09803211,0.003417598,0.001144484,0.003468588,0.001181019],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001049033,0.00009421281,0.0004664626,0.5158668,0.0004256164,0.0001288117,0.01375325,0.0001143202,0.000199439,0.01946754,0.02371786,0.4256609],"study_design_scores_gemma":[0.00007821247,0.00006142088,0.001405888,0.7577058,0.0005470203,0.0004055708,0.01198077,0.00003279021,0.0001288541,0.0054148,0.2221988,0.00004000188],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001657595,0.9960382,0.0001721337,0.002078442,0.0005847266,0.00004964056,0.00003961753,0.000004442867,0.0008670829],"genre_scores_gemma":[0.004013177,0.9927262,0.0005893502,0.001839636,0.0001751849,0.0002700893,0.00003296464,0.000007122783,0.0003462672],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9704519,"threshold_uncertainty_score":0.1562671,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2008687466197536,"score_gpt":0.4591206555119736,"score_spread":0.25825190889222,"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."}}