{"id":"W4408759176","doi":"10.1007/978-3-658-47337-2_10","title":"Bereiten Sie Ihr Setting professionell vor","year":2025,"lang":"de","type":"book-chapter","venue":"","topic":"Medical Practices and Rehabilitation","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Red Deer College","funders":"","keywords":"Political 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","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.003734673,0.0007938259,0.00117037,0.0003959677,0.001979298,0.00004112692,0.0005375897,0.003041276,0.06413223],"category_scores_gemma":[0.005193829,0.0005800222,0.0004435874,0.0001454143,0.0002921495,0.0002793589,0.0007892356,0.005859575,0.01772587],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003109619,"about_ca_system_score_gemma":0.001738425,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000338766,"about_ca_topic_score_gemma":0.0001054196,"domain_scores_codex":[0.9928344,0.001289415,0.002479457,0.001238527,0.001069254,0.001088906],"domain_scores_gemma":[0.9831706,0.01270606,0.001616701,0.001127834,0.0007056003,0.0006732056],"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":[0.0003242209,0.00028079,0.0008675797,0.01226462,0.0005384091,0.00005559246,0.004582537,0.000005145254,0.00005723146,0.3651193,0.4988738,0.1170308],"study_design_scores_gemma":[0.001077599,0.0002110917,0.0002921847,0.01084971,0.0005963919,0.000001355574,0.00435428,0.001204148,0.000003273721,0.01563184,0.9650999,0.0006782375],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001200202,0.002463908,0.001473353,0.06487114,0.01075761,0.00387477,0.0001054584,0.0002463401,0.9160874],"genre_scores_gemma":[0.002364051,0.001898956,0.006164795,0.01075509,0.002863166,0.000118607,0.0004392082,0.0001160342,0.9752801],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4662261,"threshold_uncertainty_score":0.9996651,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05517971881773047,"score_gpt":0.4277987943873798,"score_spread":0.3726190755696493,"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."}}