{"id":"W2326993923","doi":"10.1055/s-0035-1544627","title":"Der diagnostische Algorithmus Interstitieller Lungenerkankungen wird durch transbronchiale Kryobiopsien im Vergleich zur Zangenbiopsie signifikant verbessert","year":2015,"lang":"de","type":"article","venue":"Pneumologie","topic":"Interstitial Lung Diseases and Idiopathic Pulmonary Fibrosis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Gynecology","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":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.000956023,0.001401071,0.001674588,0.0004197805,0.0004255094,0.0002177045,0.001256002,0.001105243,0.001460545],"category_scores_gemma":[0.000888103,0.001295444,0.0009272645,0.0007398712,0.0009369586,0.0004869064,0.0006060034,0.001342621,0.003969941],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001084322,"about_ca_system_score_gemma":0.001760518,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001095044,"about_ca_topic_score_gemma":0.00005311195,"domain_scores_codex":[0.9923834,0.0006024449,0.001485226,0.001901073,0.001341415,0.002286474],"domain_scores_gemma":[0.9948683,0.0004832966,0.0004000556,0.001542777,0.0007471094,0.001958481],"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":[0.05717743,0.01554859,0.07986634,0.005833513,0.02001797,0.04825172,0.01940077,0.0009120707,0.03604156,0.002162032,0.6482467,0.06654128],"study_design_scores_gemma":[0.02327689,0.05432029,0.02079573,0.006563171,0.03180755,0.001241803,0.00913699,0.009942685,0.0320146,0.001812331,0.7996618,0.009426203],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.4497367,0.4561402,0.002413269,0.01005916,0.04453475,0.005243027,0.003062135,0.001231669,0.02757909],"genre_scores_gemma":[0.9769659,0.007996746,0.0008435947,0.001433337,0.006302031,0.0004834599,0.001034304,0.0002833888,0.004657249],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5272291,"threshold_uncertainty_score":0.9998739,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05397503684204255,"score_gpt":0.2901866715020023,"score_spread":0.2362116346599598,"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."}}