{"id":"W4389335776","doi":"10.1007/s00106-023-01385-9","title":"Entwicklung und Evaluation einer Ultraschallnavigation für Freihandbiopsien kleiner Raumforderungen im Kopf-Hals-Bereich","year":2023,"lang":"de","type":"article","venue":"HNO","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Innovation Cluster (Canada)","funders":"","keywords":"Medicine; Gynecology; Head and neck surgery; Head and neck; Nuclear medicine; Surgery; Otorhinolaryngology","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":[0.0008886752,0.0005399236,0.0004833273,0.0002568323,0.0003657493,0.0001680924,0.0003869785,0.0002550312,0.00146333],"category_scores_gemma":[0.00003709911,0.0005446753,0.000263982,0.0008798194,0.0001417047,0.0005058564,0.0001014386,0.0004424671,0.001036237],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002789526,"about_ca_system_score_gemma":0.000195997,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001971629,"about_ca_topic_score_gemma":0.00001353315,"domain_scores_codex":[0.9967099,0.0002268842,0.0006519571,0.000810162,0.0008173553,0.0007836771],"domain_scores_gemma":[0.9981635,0.0001562271,0.0003795553,0.0007919372,0.0003285388,0.0001802361],"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":[0.0003337784,0.001158453,0.05026343,0.0004251892,0.005194625,0.00004784445,0.008802124,0.01779988,0.2222783,0.03278539,0.06084142,0.6000695],"study_design_scores_gemma":[0.009120978,0.0009140963,0.02114107,0.001205558,0.003386849,0.000006651682,0.00135167,0.136529,0.124734,0.06102208,0.6361108,0.004477204],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5579079,0.03863706,0.3642227,0.004748637,0.006030906,0.008660326,0.0009479704,0.00280651,0.01603798],"genre_scores_gemma":[0.9746987,0.001757228,0.007533551,0.0002087037,0.00427134,0.0006925034,0.00535002,0.0002912652,0.005196684],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5955923,"threshold_uncertainty_score":0.9997416,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02232161058677821,"score_gpt":0.3660237494571507,"score_spread":0.3437021388703724,"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."}}