{"id":"W2160216378","doi":"10.1088/1742-6596/56/1/022","title":"Initial experience with a commercial cone beam optical CT unit for polymer gel dosimetry I: Optical dosimetry issues","year":2006,"lang":"en","type":"article","venue":"Journal of Physics Conference Series","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Dosimetry; Dosimeter; Medical physics; Materials science; Cone beam computed tomography; Optics; Nuclear medicine; Medicine; Physics; Radiology; Computed tomography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.01328776,0.001071868,0.0005268814,0.001271742,0.001083717,0.001461451,0.002578721,0.001876014,0.0081494],"category_scores_gemma":[0.01615996,0.0008521684,0.0007840205,0.00110793,0.001352037,0.001926603,0.001131047,0.001994614,0.002288527],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001006141,"about_ca_system_score_gemma":0.0015075,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002202383,"about_ca_topic_score_gemma":0.004284228,"domain_scores_codex":[0.9960735,0.001741835,0.0002934045,0.0005619375,0.001065989,0.0002634575],"domain_scores_gemma":[0.987056,0.006930445,0.0007653199,0.001603953,0.002774501,0.0008697986],"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":[0.005054787,0.005798513,0.0653675,0.001790993,0.0002751277,0.004720595,0.006937456,0.006984859,0.4101658,0.004386991,0.008194649,0.4803227],"study_design_scores_gemma":[0.0008349532,0.04359218,0.08459679,0.0006940828,0.0007444206,0.03155594,0.003011699,0.01850999,0.6816264,0.0017386,0.1325137,0.0005812274],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6166731,0.009913574,0.343702,0.004235523,0.0006561474,0.003398156,0.0008592827,0.002481911,0.01808028],"genre_scores_gemma":[0.6873724,0.002801639,0.2952042,0.001836779,0.0002436605,0.0007021874,0.0006396123,0.001066061,0.01013339],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01328776,"threshold_uncertainty_score":0.07027328,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02064484385115455,"score_gpt":0.3160116478055185,"score_spread":0.295366803954364,"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."}}