{"id":"W4387207238","doi":"10.1016/j.ijrobp.2023.06.2169","title":"The Feasibility of Adaptive CT Simulation-Free Radiation Therapy","year":2023,"lang":"en","type":"article","venue":"International Journal of Radiation Oncology*Biology*Physics","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Nova Scotia Health Authority; Dalhousie University","funders":"ViewRay","keywords":"Contouring; Medicine; Hounsfield scale; Quality assurance; Radiation treatment planning; Medical physics; Workflow; Radiation therapy; Cone beam computed tomography; Nuclear medicine; Radiology; Computer science; Computed tomography; Computer graphics (images)","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":[0.00135816,0.0004324898,0.0003926091,0.0003995078,0.0002985556,0.0013581,0.0009580494,0.000749128,0.005864399],"category_scores_gemma":[0.007005235,0.0004796791,0.0005511537,0.000309768,0.0005456575,0.00094125,0.0009652734,0.0008842111,0.0009780439],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000588323,"about_ca_system_score_gemma":0.00130373,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002781084,"about_ca_topic_score_gemma":0.001471089,"domain_scores_codex":[0.9993488,0.000251609,0.00003215308,0.00007556986,0.000262048,0.00002973223],"domain_scores_gemma":[0.9975488,0.001782316,0.00008009086,0.0003277815,0.0001872245,0.00007382673],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.005291347,0.0004628208,0.01452903,0.000749109,0.0003609158,0.0004192218,0.0004037287,0.4338615,0.1404129,0.02661355,0.007195359,0.3697005],"study_design_scores_gemma":[0.000352199,0.0005253599,0.007027116,0.0001063812,0.0002010396,0.001338114,0.00007034131,0.899151,0.0610847,0.009336319,0.02071304,0.00009447079],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.116339,0.002977228,0.8443525,0.00291749,0.0004195963,0.0003856941,0.0005290322,0.003390817,0.02868865],"genre_scores_gemma":[0.7846292,0.0006251737,0.2090992,0.000523009,0.00006717243,0.0001889201,0.000325404,0.000975781,0.003566244],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005864399,"threshold_uncertainty_score":0.01961839,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03678902120507489,"score_gpt":0.3766193567806679,"score_spread":0.3398303355755931,"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."}}