{"id":"W2417053784","doi":"10.1055/s-2003-41934","title":"Evaluation der Primärbefundung durch ein CAD-System in der Mammadiagnostik","year":2003,"lang":"de","type":"article","venue":"RöFo - Fortschritte auf dem Gebiet der Röntgenstrahlen und der bildgebenden Verfahren","topic":"Breast Lesions and Carcinomas","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Gynecology","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":[0.006811506,0.002521693,0.002840756,0.001691053,0.00100295,0.0006388563,0.001153939,0.002531974,0.00277806],"category_scores_gemma":[0.0009559844,0.002567813,0.001180843,0.002572341,0.0006012653,0.001132334,0.0004572539,0.00290287,0.003348087],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002679494,"about_ca_system_score_gemma":0.005204869,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002340374,"about_ca_topic_score_gemma":0.001587873,"domain_scores_codex":[0.9809168,0.002456486,0.003822831,0.00368001,0.004934176,0.004189724],"domain_scores_gemma":[0.9911392,0.0008194823,0.001148113,0.003270165,0.001583388,0.002039683],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002588543,0.00769181,0.629727,0.006036368,0.02914576,0.01349194,0.008035723,0.003831234,0.00612054,0.02137428,0.04836459,0.2235922],"study_design_scores_gemma":[0.035247,0.001700998,0.672446,0.006243385,0.04642826,0.003994172,0.003834312,0.01356884,0.01341868,0.002234132,0.1934227,0.007461557],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6652818,0.2980003,0.001497054,0.001465025,0.005823451,0.007732975,0.0003821617,0.0005554445,0.01926182],"genre_scores_gemma":[0.9891984,0.001673146,0.001984402,0.001135923,0.00217444,0.0007126614,0.0007570609,0.0006262058,0.001737694],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3239167,"threshold_uncertainty_score":0.9993975,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03225311643365997,"score_gpt":0.2939248694336525,"score_spread":0.2616717529999925,"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."}}