{"id":"W2052437220","doi":"10.1120/jacmp.v6i1.1985","title":"A technical evaluation of the Nucletron FIRST system: Conformance of a remote afterloading brachytherapy seed implantation system to manufacturer specifications and AAPM Task Group report recommendations","year":2005,"lang":"en","type":"article","venue":"Journal of Applied Clinical Medical Physics","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"Foothills Medical Centre","funders":"","keywords":"Brachytherapy; Quality assurance; Medical physics; Dosimetry; Computer science; Radiation treatment planning; Software; Medicine; Nuclear medicine; Radiation therapy; Radiology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002452287,0.0001552949,0.0005396847,0.00006028862,0.0001001818,0.00001507725,0.0003022431,0.0001179203,0.00002723326],"category_scores_gemma":[0.00007125115,0.0001107412,0.0001999092,0.0002321596,0.0001553689,0.0001472889,0.0000470474,0.0004855391,0.000001109878],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001684282,"about_ca_system_score_gemma":0.0001371946,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001076471,"about_ca_topic_score_gemma":0.000005035134,"domain_scores_codex":[0.996851,0.000111771,0.001798336,0.0002037016,0.0008821464,0.0001529942],"domain_scores_gemma":[0.9968585,0.0004164896,0.001877611,0.0003699154,0.0003122848,0.000165218],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0008315757,0.00106953,0.008398809,0.0003258191,0.0005730877,0.000003541887,0.001194968,0.001224221,0.01258161,0.05983371,0.001503166,0.91246],"study_design_scores_gemma":[0.04952304,0.006007151,0.4299805,0.023034,0.006305313,0.00191916,0.009664874,0.1707599,0.1190614,0.05290933,0.1260912,0.004744173],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3003231,0.00004836864,0.6946325,0.001731373,0.0003347894,0.001038966,0.00003523065,0.00003825064,0.001817459],"genre_scores_gemma":[0.9591038,0.0000363443,0.03984724,0.00009483926,0.0008647786,0.00001903807,0.00001010415,0.00002023921,0.00000363807],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9077158,"threshold_uncertainty_score":0.4515894,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03163673372606848,"score_gpt":0.3517442773691147,"score_spread":0.3201075436430462,"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."}}