{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006121191,0.002141839,0.001772585,0.003334906,0.001437729,0.005695366,0.00228263,0.009053933,0.1257207],"category_scores_gemma":[0.01350741,0.0006511426,0.0009906617,0.001359769,0.0008088802,0.002819696,0.00397996,0.005009797,0.07811068],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004407957,"about_ca_system_score_gemma":0.01241449,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003157659,"about_ca_topic_score_gemma":0.004652409,"domain_scores_codex":[0.9960247,0.0005822097,0.0003314937,0.0003469942,0.002216972,0.0004975186],"domain_scores_gemma":[0.9857832,0.001550906,0.0009755613,0.0009286634,0.006407138,0.004354476],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003136686,0.00009559753,0.0001964668,0.0007034459,0.00002557126,0.0003250955,0.0000168447,0.00102243,0.001937305,0.01780084,0.859901,0.1176618],"study_design_scores_gemma":[0.00008153871,0.0001596854,0.0009835511,0.0003018108,0.00001168232,0.0003217282,0.00001297696,0.0008424931,0.0008799025,0.005141954,0.9912475,0.00001529048],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004193255,0.02735523,0.0141303,0.08888214,0.170671,0.0007335283,0.01524373,0.003639808,0.6751511],"genre_scores_gemma":[0.01897938,0.01815573,0.01771747,0.01995218,0.03527721,0.0007285082,0.0152348,0.001675671,0.8722791],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1257207,"threshold_uncertainty_score":0.4205777,"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."}}