{"id":"W2957388839","doi":"10.26481/dis.20190703sh","title":"Radiation planning for image guided preclinical radiotherapy","year":2019,"lang":"en","type":"dissertation","venue":"","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Universiteit Maastricht; Radboud Universiteit; ZonMw","keywords":"Radiation therapy; Medical physics; Radiation; Medicine; Radiology; Physics; Optics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.0003114224,0.0004442541,0.0001726351,0.0005378659,0.0002894248,0.0009502685,0.0004679655,0.0004818793,0.02360851],"category_scores_gemma":[0.0005976867,0.0003760722,0.0002567118,0.0004050734,0.0003280575,0.0003892239,0.0006123716,0.0007347454,0.006997776],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005616246,"about_ca_system_score_gemma":0.0008604956,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009858429,"about_ca_topic_score_gemma":0.00198753,"domain_scores_codex":[0.9998537,0.00002787307,0.000004708005,0.00001744274,0.00008769885,0.000008581952],"domain_scores_gemma":[0.9999062,0.00002862553,0.000009576663,0.00002224578,0.00002296095,0.00001045472],"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":[0.0001420399,0.0000883253,0.0007392982,0.0007781275,0.00002136751,0.0003185011,0.0002463436,0.07201891,0.08215645,0.07727057,0.1180908,0.6481293],"study_design_scores_gemma":[0.00004850949,0.0001881743,0.001795804,0.0004567664,0.000035589,0.001871839,0.0001044149,0.09265796,0.03982762,0.03992998,0.8230289,0.00005451422],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.004453538,0.007694,0.8663912,0.001207462,0.0004350175,0.000374658,0.001314224,0.003134875,0.114995],"genre_scores_gemma":[0.122114,0.01196264,0.7824553,0.0005156323,0.0002024713,0.0006762592,0.001988676,0.001418273,0.07866685],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02360851,"threshold_uncertainty_score":0.0789783,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02321754216956129,"score_gpt":0.3993474623663525,"score_spread":0.3761299201967913,"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."}}