{"id":"W4285083954","doi":"10.1007/s10049-022-01054-4","title":"Lebenslanges Lernen in der Notfallmedizin – „Continuous professional development“","year":2022,"lang":"de","type":"article","venue":"Notfall + Rettungsmedizin","topic":"Innovations in Medical Education","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Universität Zürich","keywords":"Gynecology; Humanities; Philosophy; Medicine; Psychology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.004131433,0.0008038892,0.001169741,0.001508268,0.0008424603,0.00007209265,0.001082218,0.000639057,0.007398055],"category_scores_gemma":[0.002280681,0.0008451418,0.0001907346,0.002661748,0.0004217412,0.0002578024,0.0009534878,0.004311133,0.001480342],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002701466,"about_ca_system_score_gemma":0.003964188,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002248101,"about_ca_topic_score_gemma":0.0001917342,"domain_scores_codex":[0.9905826,0.000705448,0.002191437,0.001420505,0.003369305,0.001730639],"domain_scores_gemma":[0.9969933,0.0003925013,0.0007261685,0.001037714,0.0004647152,0.0003856097],"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":[0.001027479,0.007224405,0.0760431,0.0009855662,0.0009209181,0.001287268,0.03756303,0.00005434173,0.002176223,0.00302903,0.58171,0.2879786],"study_design_scores_gemma":[0.005638504,0.0003427034,0.0807095,0.0007972331,0.0003288427,0.00006849441,0.006462025,0.0007184614,0.0008426313,0.0003648673,0.9027081,0.001018606],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8927496,0.02279048,0.000128322,0.03874187,0.03768211,0.003044698,0.00008325999,0.0003036854,0.004475946],"genre_scores_gemma":[0.9183322,0.0003809092,0.008760098,0.01862235,0.006094741,0.002324257,0.003190734,0.0003567774,0.0419379],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3209981,"threshold_uncertainty_score":0.9994,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01855618018870278,"score_gpt":0.3113282328874883,"score_spread":0.2927720526987855,"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."}}