{"id":"W2746915707","doi":"10.1016/j.jvs.2017.07.035","title":"Knowledge, Impressions, and Use of Government-Funded Physical Disability Support Programs in Vascular Surgery: A Survey of Canadian Physicians","year":2017,"lang":"en","type":"article","venue":"Journal of Vascular Surgery","topic":"Peripheral Artery Disease Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Medicine; Claudication; Remuneration; Government (linguistics); Vascular surgery; Physical therapy; Medical education; Family medicine; Surgery; Vascular disease; Finance; Business","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002573333,0.0002302858,0.001402546,0.0002652288,0.00008632513,0.00005675553,0.0001876407,0.00007922442,0.00002945523],"category_scores_gemma":[0.001557755,0.0001909388,0.0008633815,0.0003216447,0.0003529434,0.000446183,0.0001191264,0.0002316978,0.000001258301],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002411792,"about_ca_system_score_gemma":0.0004524251,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03962001,"about_ca_topic_score_gemma":0.04547723,"domain_scores_codex":[0.9971706,0.0004108576,0.0009302984,0.000263312,0.0008307603,0.0003941358],"domain_scores_gemma":[0.9970727,0.0004910698,0.0008402106,0.0008735699,0.000283404,0.0004390529],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000184599,0.001925711,0.9579808,0.0003850666,0.0006350082,0.0001252792,0.0001764329,0.000005836549,0.0005189059,0.000004067836,0.002020126,0.0360382],"study_design_scores_gemma":[0.0006817097,0.00009909156,0.9943027,0.0007676124,0.0002996231,0.000008793458,0.00009368137,0.0001565251,0.000241224,0.00001468475,0.003172568,0.0001617402],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987813,0.0002953833,0.00000989594,0.0002540338,0.0002041149,0.0003295863,0.00006007698,0.000004802796,0.00006082048],"genre_scores_gemma":[0.9993053,0.0003964861,0.00006946942,0.00004378142,0.00008855621,0.000009199256,0.0000231242,0.00002767307,0.00003638107],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03632198,"threshold_uncertainty_score":0.9719403,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06985181598802517,"score_gpt":0.2945204787415882,"score_spread":0.224668662753563,"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."}}