{"id":"W4224442781","doi":"10.1177/1358863x221085606","title":"Improvement in walking impairment following surgical and endovascular revascularization: Insights from VOYAGER PAD","year":2022,"lang":"en","type":"article","venue":"Vascular Medicine","topic":"Peripheral Artery Disease Management","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hamilton Health Sciences; McMaster University; Population Health Research Institute","funders":"","keywords":"Referral; Cohort; Cohort study; Arterial disease; Set (abstract data type)","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":[0.001160659,0.0003149594,0.0005782727,0.001020471,0.0002107412,0.0008558432,0.0004390223,0.0004325455,0.001264246],"category_scores_gemma":[0.002784696,0.0001261408,0.00047081,0.001073085,0.0003579468,0.0005121368,0.0007827313,0.0008755374,0.0001717062],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004262536,"about_ca_system_score_gemma":0.0005979132,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001678861,"about_ca_topic_score_gemma":0.002525116,"domain_scores_codex":[0.9995433,0.0001713158,0.00004160355,0.00008198285,0.00007777564,0.00008398554],"domain_scores_gemma":[0.9988999,0.000312363,0.0004724022,0.00004483733,0.0001244064,0.0001460038],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00245126,0.0008387136,0.8251238,0.0009095342,0.0006982351,0.0004317671,0.000674578,0.0007281034,0.001069625,0.0008116641,0.002786397,0.1634762],"study_design_scores_gemma":[0.0001035638,0.000920982,0.9927266,0.0003629435,0.0001794423,0.0008138652,0.0004305722,0.0005747958,0.0001347788,0.001363916,0.002365848,0.00002277809],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9639037,0.02619586,0.0008359246,0.001617004,0.00006786385,0.00008309446,0.001265044,0.00001502938,0.006016548],"genre_scores_gemma":[0.9879667,0.009332361,0.0006957317,0.0004312475,0.0001528342,0.00008442615,0.0009481237,0.000005266334,0.0003832825],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001678861,"threshold_uncertainty_score":0.006138265,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007490275027598004,"score_gpt":0.2292218761426614,"score_spread":0.2217316011150634,"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."}}