{"id":"W2115373413","doi":"10.3238/arztebl.2012.0325","title":"Undergraduate Medical Education as a Foundation for Health Care and Research","year":2012,"lang":"en","type":"letter","venue":"Deutsches Ärzteblatt international","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Foundation (evidence); MEDLINE; Medical education; Family medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01040924,0.001896222,0.001504628,0.003443882,0.002197934,0.009495283,0.002369122,0.009146624,0.03832687],"category_scores_gemma":[0.01816368,0.0008020007,0.00083954,0.002137079,0.003283826,0.0064078,0.007439455,0.00830498,0.0143232],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003443287,"about_ca_system_score_gemma":0.007523783,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007008651,"about_ca_topic_score_gemma":0.00323309,"domain_scores_codex":[0.9920575,0.001582268,0.0008327734,0.0005106851,0.003961497,0.001055221],"domain_scores_gemma":[0.9760661,0.005190338,0.001708745,0.002008538,0.00347237,0.01155392],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001799406,0.00006965074,0.0003982591,0.0005374012,0.00001189567,0.00006372248,0.0001199995,0.00004523481,0.0001341243,0.005752829,0.9000919,0.09275693],"study_design_scores_gemma":[0.000008832674,0.00003187306,0.0009064774,0.000406777,0.000003871792,0.0000693918,0.00008132856,0.00003804914,0.0000220817,0.001118329,0.9973075,0.000005386566],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"commentary","genre_scores_codex":[0.000899557,0.07151707,0.001036394,0.1776901,0.7073312,0.0001215762,0.0002061967,0.0002708456,0.04092707],"genre_scores_gemma":[0.008464262,0.0557192,0.001139004,0.05471331,0.8017396,0.0001320689,0.0004255386,0.0002281227,0.07743883],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.03832687,"threshold_uncertainty_score":0.1282162,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08430053831179311,"score_gpt":0.4640478791198455,"score_spread":0.3797473408080524,"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."}}