{"id":"W2089832745","doi":"10.1177/153303460800700603","title":"Consistency Check of Planned Adaptive® Option on Helical Tomotherapy","year":2008,"lang":"en","type":"article","venue":"Technology in Cancer Research & Treatment","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; London Health Sciences Centre","funders":"","keywords":"Tomotherapy; Imaging phantom; Radiation treatment planning; Medicine; Nuclear medicine; Radiation therapy; Radiology; Medical physics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001166872,0.0001631271,0.0003030227,0.0005154391,0.000109677,0.000002887458,0.0002012882,0.0001204875,0.0002335986],"category_scores_gemma":[0.000004553961,0.00013458,0.00006195114,0.0005369534,0.0005855542,0.00004539494,0.00002729434,0.0003143834,0.000007155693],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005924589,"about_ca_system_score_gemma":0.0001859421,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001022715,"about_ca_topic_score_gemma":0.00004767782,"domain_scores_codex":[0.9987278,0.00007428217,0.0002256253,0.0003355188,0.0002365477,0.0004002212],"domain_scores_gemma":[0.9993146,0.00008606752,0.00006531771,0.0003977477,0.00009347154,0.00004280554],"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":[0.002252898,0.004984268,0.3498147,0.00001668039,0.000605271,0.0001242201,0.001047212,0.0003173473,0.07062061,0.2168684,0.0008395447,0.3525089],"study_design_scores_gemma":[0.00462474,0.01058183,0.008168959,0.0002050027,0.00001062829,0.00001179254,0.0005345878,0.0003096263,0.9201162,0.04435494,0.01070768,0.0003740081],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9912848,0.001301325,0.001997069,0.002472275,0.00003017691,0.0009696826,0.00006233126,0.0001610351,0.001721281],"genre_scores_gemma":[0.9922999,0.001809099,0.004347457,0.00001448279,0.00004821344,0.001151225,0.000006561164,0.00002384542,0.0002992469],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8494956,"threshold_uncertainty_score":0.5488014,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09481553367585695,"score_gpt":0.422322285836118,"score_spread":0.327506752160261,"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."}}