{"id":"W4402966461","doi":"10.3390/curroncol31100436","title":"Prognostic Index for Liver Radiation (PILiR)","year":2024,"lang":"en","type":"article","venue":"Current Oncology","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; Liver disease; Liver function; Albumin; Oncology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.002876106,0.0009764833,0.001037452,0.003076057,0.0002884777,0.00085002,0.0009048329,0.0004211459,0.003026534],"category_scores_gemma":[0.009128078,0.0002249519,0.001389837,0.002763337,0.0001643474,0.0005618634,0.001233146,0.0009330698,0.0012028],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007880075,"about_ca_system_score_gemma":0.001026391,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003093563,"about_ca_topic_score_gemma":0.004142717,"domain_scores_codex":[0.9987638,0.0002831775,0.0001872432,0.0001951825,0.0004206075,0.0001499136],"domain_scores_gemma":[0.9945509,0.001103245,0.002394564,0.0003786289,0.001127048,0.0004456495],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00182,0.0002144139,0.8515962,0.0003221743,0.0009501433,0.0001536343,0.00007199383,0.004906019,0.001338977,0.000670587,0.02709397,0.1108618],"study_design_scores_gemma":[0.0002806244,0.0007005672,0.9528502,0.00009098559,0.000580648,0.0008400275,0.00004677109,0.01759317,0.001104316,0.001245873,0.0245868,0.00008010238],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7408912,0.005641737,0.04898651,0.00181118,0.0004704529,0.003114668,0.1772615,0.004120865,0.01770189],"genre_scores_gemma":[0.7656236,0.001320841,0.04871462,0.0005627574,0.0003593175,0.002594153,0.1765541,0.0002129366,0.004057748],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003093563,"threshold_uncertainty_score":0.01521045,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.215126632918138,"score_gpt":0.3932567337322834,"score_spread":0.1781301008141454,"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."}}