{"id":"W2621861984","doi":"10.1088/1742-6596/847/1/012071","title":"Can a commercial gel dosimetry system be used to verify stereotactic spinal radiotherapy treatment dose distributions?","year":2017,"lang":"en","type":"article","venue":"Journal of Physics Conference Series","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Dosimetry; Calibration; Nuclear medicine; Stereotactic radiotherapy; Radiation treatment planning; Materials science; Scanner; Biomedical engineering; Radiosurgery; Radiation therapy; Medicine; Optics; Mathematics; Physics; 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":[0.004383013,0.0006680256,0.0006074645,0.001142533,0.000394126,0.0009117702,0.001339107,0.001361735,0.002657874],"category_scores_gemma":[0.01263852,0.000490536,0.0003452659,0.0007773152,0.0007057929,0.001362541,0.0006989347,0.0006353671,0.001450473],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006916365,"about_ca_system_score_gemma":0.0005774508,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001251447,"about_ca_topic_score_gemma":0.002382953,"domain_scores_codex":[0.9971747,0.000866126,0.0001694182,0.0004599355,0.001222341,0.0001074003],"domain_scores_gemma":[0.9922718,0.002932022,0.00155127,0.001351486,0.001764955,0.0001285666],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001178477,0.0001290609,0.03015227,0.0008660847,0.0001782703,0.0001539577,0.0003867711,0.001762432,0.8575941,0.0008013419,0.001409913,0.1053873],"study_design_scores_gemma":[0.00009740074,0.002003653,0.05029149,0.0002084373,0.0003948091,0.002397342,0.0003692427,0.01120772,0.9103928,0.0005714456,0.02194292,0.0001227537],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6357418,0.01825282,0.3253313,0.002289386,0.0007601883,0.0004913505,0.001147361,0.006326457,0.009659321],"genre_scores_gemma":[0.7561752,0.002393866,0.2354792,0.001155617,0.00009917842,0.0002142389,0.0007397239,0.00117574,0.002567141],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004383013,"threshold_uncertainty_score":0.02317989,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04351764163338045,"score_gpt":0.3366072612009668,"score_spread":0.2930896195675863,"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."}}