{"id":"W4404656373","doi":"","title":"Evaluation of artificial intelligence-based treatment planning and delineation algorithms for external radiotherapy","year":2024,"lang":"en","type":"dissertation","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Medical Imaging and Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Artificial intelligence; Radiation treatment planning; Algorithm; Machine learning; Radiation therapy; Medicine; Radiology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.004753244,0.001120024,0.0006169769,0.001791056,0.0003830468,0.001966661,0.001600255,0.001329954,0.002304437],"category_scores_gemma":[0.0157015,0.0004038583,0.0008093791,0.001147463,0.0005492155,0.0008501363,0.0009413214,0.0008784952,0.0005297011],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001840311,"about_ca_system_score_gemma":0.001241219,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005660142,"about_ca_topic_score_gemma":0.003445398,"domain_scores_codex":[0.9964886,0.001236268,0.0002666787,0.000394943,0.001483299,0.0001301612],"domain_scores_gemma":[0.9927639,0.004956712,0.0004051451,0.0005370051,0.001217101,0.0001201877],"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":[0.0007053408,0.0003445614,0.003102505,0.0005104175,0.000220144,0.00006466349,0.0003063751,0.6570573,0.01003099,0.003350663,0.00288536,0.3214216],"study_design_scores_gemma":[0.00004667456,0.0004554348,0.002753543,0.00005085107,0.00006023927,0.00007108737,0.00008075624,0.9809247,0.01137941,0.001081677,0.003072081,0.00002347345],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4436724,0.00324917,0.5236659,0.0009775955,0.0004040127,0.001578078,0.001117107,0.006786363,0.01854935],"genre_scores_gemma":[0.6708378,0.001006995,0.3226361,0.0002062219,0.00004706408,0.0004608184,0.001617134,0.0006438374,0.002543989],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005660142,"threshold_uncertainty_score":0.0251379,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04047003596356404,"score_gpt":0.3144115047382167,"score_spread":0.2739414687746527,"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."}}