{"id":"W1975388303","doi":"10.1016/j.meddos.2007.08.002","title":"Novel Application of Helical Tomotherapy in Whole Skull Palliative Radiotherapy","year":2007,"lang":"en","type":"article","venue":"Medical dosimetry","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"Cancer Care Ontario; Western University","funders":"","keywords":"Tomotherapy; Medicine; Radiation therapy; Nuclear medicine; Radiation treatment planning; Spinal cord; Skull; Radiology; Medical physics; Surgery","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":[0.0005891424,0.0001620358,0.0003135346,0.0001518953,0.00002594183,0.000005829528,0.0002817928,0.0001356859,0.0006032439],"category_scores_gemma":[0.00001899922,0.0001439166,0.00008878726,0.0004886792,0.0001607212,0.00007073946,0.00001957042,0.000313727,0.000003541279],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007631913,"about_ca_system_score_gemma":0.00004714758,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002252617,"about_ca_topic_score_gemma":0.000008888323,"domain_scores_codex":[0.9985135,0.00003073682,0.0004433274,0.0002735524,0.0004410031,0.0002978311],"domain_scores_gemma":[0.9991853,0.0002270026,0.0001406171,0.0002665084,0.00003369558,0.0001469103],"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":[0.0001223095,0.0009409206,0.2349146,0.00001565913,0.00007863709,0.000002578449,0.0003128998,0.00001262845,0.2037266,0.01151155,0.0002387463,0.5481228],"study_design_scores_gemma":[0.009521056,0.0006358128,0.2143507,0.0002677397,0.00002144509,0.000005327991,0.0002879629,0.0142624,0.618423,0.006907476,0.134182,0.001134995],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09007902,0.000356085,0.9082605,0.000315258,0.00004774133,0.0002813943,0.00001395162,0.00005319367,0.0005928105],"genre_scores_gemma":[0.9370648,0.00003742787,0.06168012,0.0006180073,0.0004044118,0.00004037461,0.00002317569,0.00004011895,0.0000915217],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8469858,"threshold_uncertainty_score":0.6605098,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007594251558859237,"score_gpt":0.3175461563646353,"score_spread":0.3099519048057761,"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."}}