{"id":"W4393386964","doi":"10.3390/curroncol31040137","title":"Large Language Models in Oncology: Revolution or Cause for Concern?","year":2024,"lang":"en","type":"article","venue":"Current Oncology","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Accountability; Medicine; Engineering ethics; Computer science; Artificial intelligence; Management science; Data science; Engineering; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0142986,0.0005975569,0.001122736,0.001323351,0.0006134053,0.004951325,0.002530908,0.003302421,0.005527553],"category_scores_gemma":[0.03145524,0.0004912035,0.0012914,0.001637158,0.004095846,0.009816975,0.002765203,0.007093906,0.001673513],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003234049,"about_ca_system_score_gemma":0.00525819,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00385655,"about_ca_topic_score_gemma":0.006096666,"domain_scores_codex":[0.9948813,0.003647372,0.0002621742,0.0002707255,0.0007881938,0.0001501673],"domain_scores_gemma":[0.9682946,0.02743063,0.0008730197,0.001061639,0.001788794,0.0005513669],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001627917,0.00006860164,0.001534417,0.005051693,0.0001820978,0.0004666699,0.001371647,0.007195789,0.0005926819,0.4708187,0.1057443,0.4068107],"study_design_scores_gemma":[0.00003477402,0.0000911782,0.0004039718,0.004677656,0.0001163565,0.0006651487,0.0005667577,0.00545382,0.0005235553,0.2963529,0.6910393,0.00007447158],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"commentary","genre_scores_codex":[0.002689004,0.6071442,0.05250528,0.3179293,0.003597318,0.0000919642,0.0004864695,0.0004499558,0.01510649],"genre_scores_gemma":[0.0677285,0.7562094,0.08927224,0.07117741,0.007167724,0.000556928,0.0008106672,0.0003694071,0.006707711],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.0142986,"threshold_uncertainty_score":0.07561916,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5466604637576907,"score_gpt":0.5975108522690165,"score_spread":0.05085038851132573,"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."}}