{"id":"W4403549543","doi":"10.21203/rs.3.rs-5000257/v1","title":"Occult Liver Nodules: their Detection and Characterization with CEUS ","year":2024,"lang":"en","type":"preprint","venue":"Research Square","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Occult; Medicine; Radiology; Pathology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001088642,0.0006625263,0.0005389392,0.002682126,0.0002403686,0.00129618,0.00036214,0.0007318883,0.002458176],"category_scores_gemma":[0.004825216,0.0003237938,0.0002527276,0.001067297,0.0005338213,0.0007923541,0.0004111624,0.0006164317,0.0009273589],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002513401,"about_ca_system_score_gemma":0.0003689626,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001001578,"about_ca_topic_score_gemma":0.000475774,"domain_scores_codex":[0.9995466,0.0001544136,0.00002966359,0.00006920566,0.0001433074,0.00005674891],"domain_scores_gemma":[0.9991149,0.0004526297,0.00009037162,0.00010755,0.0001560036,0.00007842942],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005618419,0.0004668357,0.424275,0.0008388195,0.0002474775,0.005002888,0.0008024428,0.002667,0.2427047,0.004180661,0.003977109,0.3092186],"study_design_scores_gemma":[0.0002839614,0.001224226,0.5690587,0.0002687031,0.0005201902,0.05659708,0.001518893,0.03784784,0.2908504,0.01390748,0.02775446,0.0001681905],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9218846,0.02738965,0.03412353,0.001339014,0.0002690155,0.0001698784,0.00123951,0.000305931,0.01327876],"genre_scores_gemma":[0.9779758,0.003904385,0.01476631,0.00008234083,0.0002188744,0.00003786987,0.0003999701,0.00007857175,0.002535888],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002682126,"threshold_uncertainty_score":0.008223474,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1116532679434075,"score_gpt":0.3293786530315663,"score_spread":0.2177253850881587,"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."}}