{"id":"W4206814521","doi":"10.1016/j.cjca.2021.12.021","title":"Challenges in Peripheral Artery Disease Clinical Trial Implementation and Design","year":2022,"lang":"en","type":"article","venue":"Canadian Journal of Cardiology","topic":"Peripheral Artery Disease Management","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Coronary artery disease; Intensive care medicine; Clinical trial; Disease; Atrial fibrillation; Angina; Guideline; Arterial disease; Population; Diabetes mellitus; Randomized controlled trial; Physical therapy; Internal medicine; Cardiology; Myocardial infarction; Vascular disease; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001092608,0.00008218188,0.000367886,0.0002302612,0.00006912261,0.00001031908,0.00007921824,0.00002559496,0.0001572318],"category_scores_gemma":[0.00007105072,0.00007937259,0.0001332421,0.00005954983,0.00007498777,0.00005720669,0.00002261982,0.0002374661,0.000001014589],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000251584,"about_ca_system_score_gemma":0.001006779,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006228447,"about_ca_topic_score_gemma":0.0005696237,"domain_scores_codex":[0.9983911,0.0006494137,0.0004562653,0.000153234,0.0001226561,0.0002273517],"domain_scores_gemma":[0.9990171,0.00005262602,0.0001087137,0.0001229922,0.00003709334,0.0006615009],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0464034,0.0000682839,0.4833239,0.00007263852,0.0008128494,0.01251776,0.001145972,0.004509631,0.0000293115,0.0007308662,0.03445358,0.4159318],"study_design_scores_gemma":[0.03201276,0.002819794,0.8311741,0.00001294254,0.0001782286,0.0004465813,0.002074607,0.0000742557,2.985925e-7,0.0005187527,0.130573,0.0001146625],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.982269,0.003727925,0.0004849711,0.01051392,0.001130532,0.0006514459,0.00001887961,0.000004800911,0.001198456],"genre_scores_gemma":[0.99803,0.0003038934,0.00009868767,0.000721631,0.0007701523,0.00003307886,0.000007480063,0.000009477072,0.00002558116],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4158171,"threshold_uncertainty_score":0.323672,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1433041172222471,"score_gpt":0.3656358414201507,"score_spread":0.2223317241979036,"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."}}