{"id":"W4229050094","doi":"10.7759/cureus.24777","title":"Dosimetric Planning Comparison for Left-Sided Breast Cancer Radiotherapy: The Clinical Feasibility of Four-Dimensional-Computed Tomography-Based Treatment Planning Optimization","year":2022,"lang":"en","type":"article","venue":"Cureus","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Breast Cancer Society of Canada","keywords":"Medicine; Radiation therapy; Breast cancer; Radiology; Radiation treatment planning; Nuclear medicine; Ventricle; Adjuvant radiotherapy; Left breast; Cancer; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001083302,0.0003096325,0.0003266739,0.0004277542,0.0001119188,0.0004156203,0.0003071091,0.0002084442,0.001997756],"category_scores_gemma":[0.003694609,0.000226648,0.0005982177,0.0002693705,0.0002083574,0.0002238106,0.0004189818,0.0002794845,0.0002575861],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006379529,"about_ca_system_score_gemma":0.0005173911,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001482068,"about_ca_topic_score_gemma":0.001530696,"domain_scores_codex":[0.9992867,0.0002789063,0.00005247281,0.0001074623,0.0002549938,0.00001953069],"domain_scores_gemma":[0.9992386,0.0004339918,0.0001126202,0.0001159294,0.00007794651,0.00002096362],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.003367766,0.0004158804,0.05410738,0.0006547461,0.0004881765,0.0001486078,0.0002636694,0.5569734,0.03596347,0.001496099,0.001178276,0.3449425],"study_design_scores_gemma":[0.0004375567,0.003391344,0.2099229,0.000144081,0.0006468137,0.002016933,0.0001656677,0.6857277,0.08103038,0.00463724,0.01171792,0.000161448],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7504026,0.005518479,0.2351519,0.0003375053,0.00006451931,0.0005104822,0.001028814,0.0006261013,0.006359504],"genre_scores_gemma":[0.9629806,0.0003871518,0.03502641,0.00006819053,0.00001281035,0.000118092,0.0005313397,0.00018009,0.0006951491],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001997756,"threshold_uncertainty_score":0.00668323,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08315296639961954,"score_gpt":0.3841735895224636,"score_spread":0.3010206231228441,"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."}}