{"id":"W4382199292","doi":"10.1088/1361-6560/ace23f","title":"Static couch non-coplanar arc selection optimization for lung SBRT treatment planning","year":2023,"lang":"en","type":"article","venue":"Physics in Medicine and Biology","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Nova Scotia Health Authority; Dalhousie University","funders":"Canadian Institutes of Health Research","keywords":"Context (archaeology); Arc (geometry); Nuclear medicine; Medicine; Computer science; Mathematics; Algorithm; Geometry","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000478284,0.0005895465,0.0003806806,0.0006221753,0.0002449929,0.0003793037,0.0005857911,0.0002559662,0.001351535],"category_scores_gemma":[0.001239252,0.0003414571,0.000421459,0.0007232983,0.0002640462,0.0003015668,0.0004378817,0.0002932417,0.0001841424],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001127925,"about_ca_system_score_gemma":0.0009394241,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007317623,"about_ca_topic_score_gemma":0.01035499,"domain_scores_codex":[0.9996846,0.0001115171,0.00001315198,0.00004458802,0.0001242901,0.00002189094],"domain_scores_gemma":[0.9995992,0.0002031584,0.00006280735,0.00003749175,0.00008375828,0.00001366851],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001227762,0.00003958361,0.001742174,0.00005057927,0.00004191713,0.00002749003,0.00004770161,0.9304941,0.006229594,0.0006181487,0.0003824529,0.06020357],"study_design_scores_gemma":[0.00002093034,0.0001620108,0.001455786,0.000003830458,0.00001899683,0.00003491361,0.00001886006,0.9929852,0.004045931,0.000504838,0.0007412127,0.00000756295],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3867577,0.0005742321,0.6055337,0.0001071326,0.00002127937,0.0001682658,0.0001755309,0.001661696,0.005000469],"genre_scores_gemma":[0.815909,0.00009949776,0.1819745,0.00002455208,0.000006233222,0.00007637872,0.00019856,0.000185349,0.001525931],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007317623,"threshold_uncertainty_score":0.01455009,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1116997214059862,"score_gpt":0.4278917330224387,"score_spread":0.3161920116164526,"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."}}