{"id":"W4283702562","doi":"10.1088/2057-1976/ac7c92","title":"Mean Arc Distance (MAD): a quantity to compare trajectory 4 <i>π</i> sampling in single target cranial stereotactic radiotherapy","year":2022,"lang":"en","type":"article","venue":"Biomedical Physics & Engineering Express","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nova Scotia Health Authority; Dalhousie University","funders":"","keywords":"Nuclear medicine; Mathematics; Sampling (signal processing); Trajectory; Radiation treatment planning; Metric (unit); Isocenter; Volume (thermodynamics); Radiation therapy; Medicine; Imaging phantom; Computer science; Surgery; Computer vision; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001570762,0.0002980183,0.0004259043,0.0001238982,0.0001286427,0.00004329731,0.0004516572,0.00002434375,0.0001579453],"category_scores_gemma":[0.00000567388,0.0003383334,0.0001217527,0.0005180776,0.0000552752,0.0001641616,0.0001077375,0.0004785983,0.000001238351],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003159396,"about_ca_system_score_gemma":0.00004334648,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001463927,"about_ca_topic_score_gemma":7.60738e-7,"domain_scores_codex":[0.9981715,0.00005886394,0.000346661,0.0004547178,0.0004573354,0.0005109046],"domain_scores_gemma":[0.9991908,0.0001218793,0.00008732377,0.0003809946,0.00002173507,0.0001972384],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001067514,0.000933574,0.002907535,0.00005590033,0.00008860481,0.00001260162,0.001649053,0.05188409,0.9348773,0.003683052,0.0005786976,0.00322284],"study_design_scores_gemma":[0.002236937,0.0003644936,0.001438121,0.0001726066,0.00001866795,0.000004078677,0.000218139,0.02432719,0.005551114,0.001365598,0.9629608,0.001342205],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1257635,0.0001855413,0.872895,0.00005487042,0.0003516302,0.0003366492,0.0002087454,0.0001896489,0.00001441867],"genre_scores_gemma":[0.7522059,0.000001973326,0.2467758,0.00008719492,0.0005588674,0.0002055213,0.00007262594,0.00007512384,0.00001700389],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9623821,"threshold_uncertainty_score":0.9999069,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01567529343480089,"score_gpt":0.2642577609653665,"score_spread":0.2485824675305656,"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."}}