{"id":"W1898504768","doi":"","title":"Implantation et validation d’un modèle Monte Carlo du Cyberknife dans un outil de calcul de dose clinique","year":2014,"lang":"fr","type":"dissertation","venue":"","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Physics; Monte Carlo method; Cyberknife; Nuclear medicine; Medicine; Mathematics; Radiosurgery; Radiation therapy; Statistics","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":[0.002080687,0.00110216,0.001071285,0.0008191031,0.0007018964,0.002806482,0.001305288,0.002477477,0.003188404],"category_scores_gemma":[0.005147868,0.001053163,0.001866218,0.0007743872,0.001272785,0.001070495,0.0007600029,0.001366936,0.0007492101],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002871423,"about_ca_system_score_gemma":0.003066507,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04537232,"about_ca_topic_score_gemma":0.02051626,"domain_scores_codex":[0.9987603,0.0003232454,0.00005752751,0.000194495,0.0005734943,0.00009090234],"domain_scores_gemma":[0.9966113,0.002295264,0.0001500334,0.0003053305,0.0005628917,0.00007511875],"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":[0.0001493216,0.00005743473,0.001124891,0.00008785758,0.00004109034,0.00006802945,0.0001445098,0.9788594,0.0075036,0.001988956,0.0003411348,0.009633775],"study_design_scores_gemma":[0.00004452399,0.00006958652,0.0008024225,0.00002936691,0.00002168312,0.00004505307,0.00002670605,0.982482,0.01357974,0.0004715836,0.002398622,0.0000286838],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.2270999,0.001388498,0.7503964,0.000704894,0.000326109,0.0003273257,0.0009342516,0.003429456,0.01539319],"genre_scores_gemma":[0.8263421,0.0008627524,0.1621041,0.00015302,0.0000317185,0.0003305052,0.0007254928,0.0007996405,0.008650674],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.04537232,"threshold_uncertainty_score":0.0902164,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01171182819251776,"score_gpt":0.2952027355499925,"score_spread":0.2834909073574748,"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."}}