{"id":"W4408406640","doi":"10.1115/1.4068182","title":"Algorithm Validation for Treatment Planning Systems in Lung Region","year":2025,"lang":"en","type":"article","venue":"Journal of Engineering and Science in Medical Diagnostics and Therapy","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Atomic Energy (Canada)","funders":"","keywords":"Computer science; Radiation treatment planning; Medicine; Radiology","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":[0.005029712,0.0004400453,0.0003246914,0.0007491761,0.0005295231,0.001214005,0.0008835323,0.0005446411,0.002025814],"category_scores_gemma":[0.01445223,0.0003667911,0.0005240838,0.0005919388,0.0003369501,0.0005332108,0.0005770736,0.0005242924,0.0007045077],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001092849,"about_ca_system_score_gemma":0.00163971,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004950487,"about_ca_topic_score_gemma":0.002694661,"domain_scores_codex":[0.9970003,0.00131629,0.0002702478,0.0003994525,0.0009356044,0.00007807698],"domain_scores_gemma":[0.9941267,0.002335733,0.0003935958,0.0008673568,0.002223082,0.00005358002],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0004893042,0.00009982407,0.01249143,0.0003692522,0.0001738441,0.0001161598,0.0003210584,0.4226222,0.06878079,0.008083865,0.003022323,0.48343],"study_design_scores_gemma":[0.00006742784,0.000127719,0.003612744,0.00004194363,0.00003758824,0.0001308268,0.00003467443,0.9312776,0.05404159,0.001893369,0.00871146,0.0000230168],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03902927,0.0002754896,0.9537916,0.00008188569,0.00005495696,0.0002770377,0.000129764,0.00472463,0.001635467],"genre_scores_gemma":[0.3610654,0.00009228159,0.6367391,0.00006012264,0.00001010202,0.0002497221,0.0003829528,0.0004973492,0.0009029321],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005029712,"threshold_uncertainty_score":0.02659994,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01806434624783121,"score_gpt":0.3265682191052329,"score_spread":0.3085038728574017,"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."}}