{"id":"W4366605983","doi":"10.1093/fampra/cmad048","title":"Peripheral artery disease (PAD) in primary care—educational experiences for PAD primary care in England—a mixed-method study","year":2023,"lang":"en","type":"article","venue":"Family Practice","topic":"Peripheral Artery Disease Management","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Davies Charitable Foundation","keywords":"Medicine; Primary care; Disease; Arterial disease; Family medicine; Experiential learning; Nursing; Vascular disease; Internal medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006761947,0.0003109002,0.0004440867,0.0003487924,0.0001315437,0.00008959615,0.0002351162,0.00006601067,0.00004970793],"category_scores_gemma":[0.000548414,0.0002989084,0.0001214303,0.0007187769,0.00005549154,0.0007213503,0.0001734503,0.0002722718,0.00004660502],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009929669,"about_ca_system_score_gemma":0.000865297,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001580306,"about_ca_topic_score_gemma":0.0001445449,"domain_scores_codex":[0.9969742,0.0005089894,0.0005423509,0.000776772,0.0006729037,0.000524774],"domain_scores_gemma":[0.9980429,0.0007944975,0.0001460043,0.0005255537,0.000209373,0.0002816924],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0110053,0.005672431,0.6265152,0.00327071,0.0002740326,0.001946168,0.2531807,0.0005952077,0.0007605707,0.00006140726,0.004984142,0.09173425],"study_design_scores_gemma":[0.004395704,0.0004298335,0.7779922,0.0001408746,0.0001439646,0.000005994179,0.184606,0.0002287365,0.000003249914,0.00002517784,0.03176048,0.0002677043],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9877855,0.001515539,0.00009822248,0.002184903,0.0008240007,0.002837283,0.00007868924,0.0001252557,0.004550633],"genre_scores_gemma":[0.9839723,0.0000914933,0.004712339,0.004571874,0.0004165774,0.004040845,0.001260184,0.0000549881,0.0008794088],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1514771,"threshold_uncertainty_score":0.9999463,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02474140409199643,"score_gpt":0.33663985247424,"score_spread":0.3118984483822436,"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."}}