{"id":"W4391874318","doi":"10.1088/2057-1976/ad2a1b","title":"Stereotactic Optimized Automated Radiotherapy (SOAR): a novel automated planning solution for multi-metastatic SRS compared to HyperArc™","year":2024,"lang":"en","type":"article","venue":"Biomedical Physics & Engineering Express","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Soar; Radiosurgery; Computer science; Radiation treatment planning; Nuclear medicine; Medicine; Radiation therapy; Artificial intelligence; Radiology","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":[0.0001415021,0.0003502579,0.0005915763,0.0002638049,0.00006937906,0.0001046814,0.0001264889,0.00009294884,0.00001337564],"category_scores_gemma":[0.00007843521,0.000298651,0.0001995758,0.0005221313,0.00004308505,0.0001164386,0.00003952471,0.0001624881,0.00001925402],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002573621,"about_ca_system_score_gemma":0.000088545,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003476415,"about_ca_topic_score_gemma":4.828079e-8,"domain_scores_codex":[0.9982046,0.00001742334,0.0004030672,0.0004772165,0.0003809583,0.0005166565],"domain_scores_gemma":[0.998901,0.0002819831,0.0000474555,0.000286266,0.00006974219,0.0004135723],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002233743,0.001356987,0.00003025579,0.0007952163,0.001132473,0.0001980391,0.0008381978,0.03140949,0.9544704,0.00009935392,0.007841558,0.001604677],"study_design_scores_gemma":[0.005893877,0.0002755382,0.0006976444,0.001114344,0.0002469581,0.00005046095,0.0000182961,0.9690973,0.002354293,0.000002588243,0.01995918,0.0002895533],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.152354,0.0008842667,0.8403264,0.000494747,0.0008019138,0.001315151,0.0001694739,0.003651826,0.000002124864],"genre_scores_gemma":[0.4987172,0.000007838597,0.4999284,0.0001245513,0.0002516869,0.0005374015,0.0003112642,0.00009882532,0.00002286084],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9521161,"threshold_uncertainty_score":0.9999465,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04851738663416541,"score_gpt":0.3402209502969465,"score_spread":0.2917035636627811,"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."}}