{"id":"W4200483108","doi":"10.1007/s00104-021-01536-0","title":"Umfrage zur Weiterbildung Orthopädie/Unfallchirurgie","year":2021,"lang":"de","type":"article","venue":"Die Chirurgie","topic":"Musculoskeletal Disorders and Rehabilitation","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kellogg's (Canada)","funders":"","keywords":"Trainer; Logbook; Curriculum; Medical education; Competence (human resources); Medicine; Psychology; Pedagogy; Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00060859,0.0007953532,0.001208661,0.0003012947,0.0004202983,0.0001834812,0.0003042624,0.0005873083,0.003415117],"category_scores_gemma":[0.001255571,0.0007328918,0.001156793,0.0008498632,0.0003363519,0.000279172,0.000322274,0.0009956426,0.003151826],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002136731,"about_ca_system_score_gemma":0.0008607535,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009457723,"about_ca_topic_score_gemma":0.00009889425,"domain_scores_codex":[0.9948128,0.0003832543,0.001223992,0.001361608,0.0009616861,0.001256647],"domain_scores_gemma":[0.9964591,0.0004899106,0.0003198597,0.00150085,0.0005280116,0.0007022346],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001666913,0.01260027,0.1619862,0.01767853,0.008366433,0.01184164,0.01104081,0.0003933466,0.01734021,0.02336127,0.09426799,0.6394564],"study_design_scores_gemma":[0.006365273,0.0007052452,0.1840027,0.001869319,0.001722906,0.00002541086,0.0017725,0.0009221541,0.001462458,0.002129512,0.7976485,0.00137399],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5396026,0.3854999,0.0005098962,0.008818218,0.009142986,0.001439552,0.0001804098,0.0003483079,0.05445813],"genre_scores_gemma":[0.8865345,0.07044131,0.001556837,0.004550895,0.006095961,0.0001631858,0.002211821,0.0003842922,0.02806123],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7033806,"threshold_uncertainty_score":0.9995122,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0125846893192323,"score_gpt":0.2746499410232163,"score_spread":0.262065251703984,"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."}}