{"id":"W4323805195","doi":"10.1007/s13246-023-01228-5","title":"EPSM 2022, Engineering and Physical Sciences in Medicine","year":2023,"lang":"en","type":"article","venue":"Physical and Engineering Sciences in Medicine","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Victoria","funders":"National Health and Medical Research Council; Royal Children's Hospital Foundation","keywords":"Engineering ethics; Engineering","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":[0.0004951162,0.0001944505,0.0003879881,0.0003682131,0.0000783487,0.0000149522,0.0001986451,0.00002071738,0.0000117339],"category_scores_gemma":[0.00005973958,0.0001394964,0.00001903013,0.001624537,0.0007105327,0.0002168511,0.0000707904,0.000241397,9.565657e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001782911,"about_ca_system_score_gemma":0.00001269232,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001802546,"about_ca_topic_score_gemma":0.000001643868,"domain_scores_codex":[0.9987096,0.00001293541,0.0001836134,0.0003933608,0.0002982137,0.0004022729],"domain_scores_gemma":[0.9994522,0.0003411938,0.00003148806,0.00009422959,0.000009426372,0.00007144475],"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":[0.00002468461,0.0003413735,0.09477737,0.0003857217,0.00006514588,0.00005851396,0.02406318,0.138449,0.383216,0.2723676,0.001293085,0.08495832],"study_design_scores_gemma":[0.0007951365,0.0004611018,0.02411381,0.000581552,0.00000958826,0.000003446419,0.000596526,0.9598607,0.001227607,0.01069793,0.001296782,0.0003558539],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9926468,0.0003552787,0.004776163,0.001300178,0.0001402779,0.0001299495,0.000001630322,0.0001281919,0.0005215962],"genre_scores_gemma":[0.9977895,0.00009736614,0.001347703,0.00004280475,0.0006521691,0.00003118659,0.000001865163,0.00001225717,0.0000251207],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8214117,"threshold_uncertainty_score":0.5688497,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0138440655824826,"score_gpt":0.3107775325000719,"score_spread":0.2969334669175893,"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."}}