{"id":"W4390311660","doi":"10.1007/s00120-023-02248-5","title":"Evaluierung des GeSRU-Steps-Lehrvideokonzepts (German Society of Residents in Urology e. V.)","year":2023,"lang":"de","type":"article","venue":"Die Urologie","topic":"Health Literacy and Information Accessibility","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"German; Quality (philosophy); Promotion (chess); Scale (ratio); Medical education; Medicine; Psychology","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":[0.009596406,0.0004354273,0.0004123814,0.002072084,0.0002855928,0.000636452,0.0004012427,0.0003928343,0.002783942],"category_scores_gemma":[0.03047448,0.0001928388,0.0006843135,0.001097104,0.0002727474,0.0006651182,0.001629392,0.0004569523,0.0007993063],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009014738,"about_ca_system_score_gemma":0.001016008,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008077861,"about_ca_topic_score_gemma":0.001862756,"domain_scores_codex":[0.9930975,0.002905668,0.001221745,0.0004279311,0.002018833,0.0003283076],"domain_scores_gemma":[0.9782236,0.008124167,0.005706629,0.0005120928,0.005917911,0.001515588],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001928475,0.001193711,0.7197189,0.003256717,0.000375753,0.0003825565,0.009198604,0.0007364967,0.004757958,0.0004114555,0.01195892,0.2460804],"study_design_scores_gemma":[0.00008637843,0.001262062,0.9824358,0.0003549803,0.00009842568,0.0002745531,0.004745983,0.0006692681,0.00183123,0.0001045309,0.008105454,0.00003135026],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.985995,0.0008770661,0.001899633,0.000261768,0.0001056559,0.002586931,0.003907868,0.00008962811,0.004276503],"genre_scores_gemma":[0.9771488,0.001147002,0.008952161,0.0001892795,0.00006281275,0.005648659,0.004404177,0.00004870068,0.002398581],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009596406,"threshold_uncertainty_score":0.05075127,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1383074846028258,"score_gpt":0.4882794530784462,"score_spread":0.3499719684756204,"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."}}