{"id":"W4401781471","doi":"10.20944/preprints202408.1440.v1","title":"Prognostic Index for Liver Radiation (PILiR)","year":2024,"lang":"en","type":"preprint","venue":"Preprints.org","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre; Western University; Kelowna General Hospital","funders":"","keywords":"Medicine; Hepatocellular carcinoma; Internal medicine; Gastroenterology; Albumin; Liver disease; Liver function; Disease; Oncology","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":[0.002429682,0.0008785742,0.0009012479,0.00288921,0.0003284289,0.0009285932,0.0008125136,0.0004403415,0.004838742],"category_scores_gemma":[0.009404767,0.0001754034,0.001226128,0.002899181,0.0001592875,0.0005721203,0.001191544,0.0009208184,0.00202541],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000859328,"about_ca_system_score_gemma":0.001095931,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003286871,"about_ca_topic_score_gemma":0.004357541,"domain_scores_codex":[0.9988716,0.0002226605,0.0001777132,0.000191758,0.0004004011,0.0001357868],"domain_scores_gemma":[0.9953644,0.000817376,0.001922279,0.0003582141,0.001109857,0.0004278125],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001543889,0.0001649167,0.8492734,0.000294901,0.00066935,0.000142498,0.00006201978,0.003176942,0.000946258,0.0007446481,0.03290312,0.110078],"study_design_scores_gemma":[0.0002054121,0.0006118639,0.9462985,0.0001082559,0.000519736,0.0009847183,0.00005094941,0.01262132,0.0009150804,0.001515617,0.03609566,0.00007281543],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6342592,0.007145129,0.04271906,0.002895683,0.0006840154,0.003002117,0.2703554,0.004426379,0.03451306],"genre_scores_gemma":[0.747155,0.001447211,0.03647668,0.0008195094,0.0004475646,0.002497315,0.2048536,0.0001982424,0.006104842],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004838742,"threshold_uncertainty_score":0.01618719,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2134331824534763,"score_gpt":0.3450490155758668,"score_spread":0.1316158331223906,"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."}}