{"id":"W4248932246","doi":"10.1055/a-0928-4023","title":"Vancouver Risk Calculator vs. Lungen-RADS","year":2020,"lang":"de","type":"article","venue":"RöFo - Fortschritte auf dem Gebiet der Röntgenstrahlen und der bildgebenden Verfahren","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Calculator; Medicine; Lung; Nuclear medicine; Gynecology; Computer science; Internal medicine; Operating system","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","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.0008045604,0.00269462,0.003257205,0.0004492668,0.001041469,0.0005741386,0.001280064,0.001651787,0.003219012],"category_scores_gemma":[0.0003267759,0.002517142,0.002015032,0.00154854,0.0006467126,0.0008847611,0.0008045004,0.002464487,0.005682105],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001287168,"about_ca_system_score_gemma":0.002098871,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002389885,"about_ca_topic_score_gemma":0.0009632229,"domain_scores_codex":[0.9862757,0.0005518366,0.002844998,0.003983714,0.002903806,0.003439941],"domain_scores_gemma":[0.9911976,0.0004208202,0.001337923,0.002695265,0.0006341108,0.003714255],"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":[0.002861078,0.002847202,0.3771221,0.002448079,0.04362423,0.004627616,0.003884913,0.0007773545,0.0002136294,0.0006910299,0.5066785,0.05422424],"study_design_scores_gemma":[0.01963394,0.003718979,0.05896144,0.001589693,0.05181172,0.000104511,0.000415236,0.004772178,0.006880768,0.0005771104,0.8474658,0.004068591],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.2582805,0.6872777,0.001806249,0.01465344,0.01600902,0.008558705,0.003587274,0.001707645,0.008119448],"genre_scores_gemma":[0.9508432,0.02683037,0.0018928,0.009051326,0.008337833,0.0003758233,0.0006758179,0.0007270001,0.001265878],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6925626,"threshold_uncertainty_score":0.9998369,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01919994724813755,"score_gpt":0.275130605045032,"score_spread":0.2559306577968944,"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."}}