{"id":"W2024612982","doi":"10.4103/0971-6203.54847","title":"Practical and clinical considerations in Cobalt-60 tomotherapy","year":2009,"lang":"en","type":"article","venue":"Journal of Medical Physics","topic":"Medical Imaging Techniques and Applications","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cancer Care South East; Queen's University","funders":"","keywords":"Tomotherapy; Medical physics; Medicine; Radiology; Radiation therapy","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":[0.00131249,0.00007822629,0.0003653747,0.00004169658,0.0000290048,0.00001736753,0.00006404422,0.0001417998,0.0001515938],"category_scores_gemma":[0.001871219,0.00005660364,0.00009538083,0.0001202267,0.0002021257,0.00008506673,0.00001553396,0.0009713065,0.000003075939],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002623163,"about_ca_system_score_gemma":0.0005792129,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000357452,"about_ca_topic_score_gemma":0.00000136823,"domain_scores_codex":[0.9982722,0.00007830673,0.000688724,0.0001084243,0.000718705,0.0001336155],"domain_scores_gemma":[0.9985667,0.0005028032,0.0001873598,0.0001340718,0.0001263577,0.0004827323],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002589713,0.007494956,0.02556458,0.0000568993,0.0001697871,0.003039561,0.0002988011,0.00000121862,0.001017739,0.1784024,0.5112223,0.2724728],"study_design_scores_gemma":[0.02321301,0.007436014,0.2061572,0.002696725,0.0006595019,0.01317813,0.0002699642,0.02288992,0.001855932,0.6315892,0.08933154,0.0007228791],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1824164,0.000242237,0.085603,0.7302974,0.0001569032,0.0002800892,0.000001442085,0.00003888368,0.0009636947],"genre_scores_gemma":[0.9272851,0.001379711,0.05291378,0.01744995,0.0009395424,0.000001509234,0.000001271689,0.000007467638,0.00002162239],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7448688,"threshold_uncertainty_score":0.4219897,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09409469878251435,"score_gpt":0.4896334233496317,"score_spread":0.3955387245671173,"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."}}