{"id":"W4405315303","doi":"10.1148/rg.240216","title":"Invited Commentary: Liver Masses in Children with Underlying Predispositions: The Need for Multidisciplinary Collaboration","year":2024,"lang":"en","type":"article","venue":"Radiographics","topic":"Pediatric Hepatobiliary Diseases and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hospital for Sick Children; University of Toronto","funders":"","keywords":"Medicine; Multidisciplinary approach; Family medicine; Medical education","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":[0.004487799,0.001045136,0.001785296,0.0009818559,0.00206466,0.003398531,0.002433707,0.04144711,0.008221614],"category_scores_gemma":[0.04882101,0.0009141276,0.001510255,0.0008092141,0.002627059,0.005011616,0.002231918,0.04355167,0.004151407],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003740163,"about_ca_system_score_gemma":0.005044016,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004241124,"about_ca_topic_score_gemma":0.007825876,"domain_scores_codex":[0.995915,0.001383701,0.0006509235,0.0006594473,0.0009210329,0.0004698022],"domain_scores_gemma":[0.9620612,0.02133545,0.002437821,0.000599846,0.008421205,0.005144501],"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":[0.00003700761,0.00001259662,0.001057355,0.0001707306,0.00002326257,0.001449268,0.0001463551,0.00006259414,0.0001038559,0.0006136857,0.991325,0.004998423],"study_design_scores_gemma":[0.0002322977,0.0000944156,0.005323291,0.003285122,0.0001469296,0.01008684,0.001630815,0.0004545718,0.0002685565,0.005267177,0.9729998,0.0002100982],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0005244454,0.002920295,0.0001234333,0.9280616,0.06720401,0.00001221091,0.00008646805,0.00002842546,0.001039126],"genre_scores_gemma":[0.008645089,0.004586954,0.0004602323,0.7390551,0.2450545,0.00005399168,0.00008964425,0.00005338429,0.002001068],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04144711,"threshold_uncertainty_score":0.02750409,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01984236919709631,"score_gpt":0.3033533320765182,"score_spread":0.2835109628794219,"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."}}