{"id":"W4394693392","doi":"10.1002/mp.17058","title":"Knowledge‐based planning for Gamma Knife","year":2024,"lang":"en","type":"article","venue":"Medical Physics","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre; University of Toronto","funders":"","keywords":"Radiation treatment planning; Pipeline (software); Computer science; Inverse; Medical physics; Artificial intelligence; Medicine; Mathematics; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000569353,0.0005502698,0.0003082572,0.0004308704,0.0002158313,0.0006505214,0.0008175093,0.0006000612,0.004664155],"category_scores_gemma":[0.00200934,0.0004720107,0.0006573152,0.000347442,0.0005056561,0.0005475007,0.0008096583,0.001031798,0.0007902281],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002083181,"about_ca_system_score_gemma":0.001590056,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01090039,"about_ca_topic_score_gemma":0.01287157,"domain_scores_codex":[0.999701,0.00006923114,0.00001340466,0.00006538229,0.0001332214,0.00001783522],"domain_scores_gemma":[0.9994434,0.0003525975,0.0000616276,0.00005623991,0.00006813765,0.00001807061],"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":[0.00003009579,0.0000242879,0.000512111,0.00008330662,0.0000303279,0.00004438814,0.00003254733,0.92624,0.001220821,0.003725106,0.002330585,0.06572648],"study_design_scores_gemma":[0.0000115534,0.00002222322,0.0004314502,0.0000300636,0.00001319649,0.00005239221,0.000008382954,0.9805628,0.001760932,0.01277963,0.004316142,0.00001125456],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.009306293,0.0007450428,0.9815326,0.0005429966,0.00002115554,0.00008828844,0.0003382151,0.000937301,0.006488041],"genre_scores_gemma":[0.5324996,0.00135252,0.4584568,0.000380318,0.00005100842,0.0004216825,0.001362482,0.0003894711,0.005086088],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01090039,"threshold_uncertainty_score":0.02167392,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02464158158000625,"score_gpt":0.3551994041701316,"score_spread":0.3305578225901254,"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."}}