{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006091349,0.001115277,0.0006278172,0.003173081,0.001639217,0.002239219,0.0007491822,0.00125187,0.04444842],"category_scores_gemma":[0.01173334,0.000381995,0.0008636527,0.002301452,0.001047244,0.001996144,0.005155926,0.001961911,0.01839312],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002090907,"about_ca_system_score_gemma":0.005825754,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00274856,"about_ca_topic_score_gemma":0.00237191,"domain_scores_codex":[0.9944016,0.002135459,0.0006967839,0.0003823574,0.001076211,0.001307583],"domain_scores_gemma":[0.9903722,0.003191982,0.001591535,0.0004571636,0.0009870469,0.003400072],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0002854108,0.0009105212,0.03320774,0.00536642,0.0001982099,0.00317433,0.005143915,0.001127732,0.001947759,0.01091627,0.1634537,0.774268],"study_design_scores_gemma":[0.0001914025,0.0008747356,0.1529047,0.01121267,0.0001943796,0.008190411,0.004617707,0.001232831,0.002372783,0.007572808,0.8104841,0.0001515236],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3387682,0.1834939,0.01338642,0.09041414,0.008938924,0.004609953,0.00997416,0.00232172,0.3480926],"genre_scores_gemma":[0.7580803,0.1363721,0.01487505,0.008971639,0.003141971,0.003779286,0.009556865,0.0003512837,0.06487149],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04444842,"threshold_uncertainty_score":0.1486948,"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."}}