{"id":"W3186927939","doi":"10.17169/refubium-28091","title":"Ein interdisziplinärer und standardisierter Diagnostik- und Therapiealgorithmus für periprothetische Gelenkinfektionen","year":2020,"lang":"en","type":"dissertation","venue":"Refubium (Universitätsbibliothek der Freien Universität Berlin)","topic":"Orthopedic Infections and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Gynecology; Medicine","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000178554,0.0008275076,0.0009779007,0.003130387,0.0007805597,0.0002028734,0.0003795486,0.0006941971,0.00341587],"category_scores_gemma":[0.00003308542,0.0008419344,0.0007027898,0.003350542,0.0002140522,0.002200984,0.0001737072,0.000977866,0.0005722284],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008227201,"about_ca_system_score_gemma":0.0006876274,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003301316,"about_ca_topic_score_gemma":0.0002383927,"domain_scores_codex":[0.9965732,0.0001428122,0.0004609679,0.00119807,0.0008541516,0.0007708324],"domain_scores_gemma":[0.9974418,0.0001073588,0.0003784824,0.0008448001,0.0005386432,0.0006889148],"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":[0.02173229,0.009303633,0.07054984,0.004111894,0.08773252,0.03066859,0.07129961,0.0001798286,0.006734384,0.1317959,0.03062362,0.5352679],"study_design_scores_gemma":[0.02480255,0.004137157,0.06708349,0.001737705,0.02074246,0.0004551919,0.02253874,0.001221892,0.002526436,0.001408833,0.8495507,0.003794913],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.543249,0.0135022,0.0212778,0.005342413,0.003154802,0.004852662,0.0009068304,0.00142945,0.4062848],"genre_scores_gemma":[0.9457629,0.002690012,0.003277523,0.0005699988,0.0005481055,0.00002158798,0.002500998,0.0002663367,0.04436254],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.818927,"threshold_uncertainty_score":0.9994031,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01129608197921946,"score_gpt":0.3129615319336221,"score_spread":0.3016654499544026,"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."}}