{"id":"W4408246315","doi":"10.1088/2057-1976/adbcb2","title":"Initial characterization of a novel dual-robot orthovoltage radiotherapy system","year":2025,"lang":"en","type":"article","venue":"Biomedical Physics & Engineering Express","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; University of Victoria","funders":"Canada Research Chairs","keywords":"Isocenter; Monte Carlo method; Collimator; Computer science; Proton therapy; Optics; Workflow; Nuclear medicine; Undersampling; Characterization (materials science); Radiation treatment planning; Simulation; Physics; Radiation therapy; Artificial intelligence; Mathematics; Beam (structure); Medicine; Radiology; Statistics","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":[0.0004784847,0.0003600988,0.0004177665,0.0002846902,0.0003487568,0.0007579175,0.0009341167,0.0005542847,0.003690982],"category_scores_gemma":[0.0008429643,0.0001910283,0.0002980289,0.0002305628,0.0003179201,0.0004775522,0.000495781,0.000287803,0.001557062],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005928249,"about_ca_system_score_gemma":0.0007664327,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007013709,"about_ca_topic_score_gemma":0.0009456358,"domain_scores_codex":[0.9994575,0.00006254575,0.00002936519,0.0001253395,0.0002648017,0.00006041982],"domain_scores_gemma":[0.9994658,0.00008405996,0.00007367657,0.0000962525,0.0002173507,0.00006302132],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001527334,0.0003205609,0.01284912,0.001098757,0.0001071208,0.0009246762,0.000925652,0.02162031,0.8678218,0.002098373,0.003267707,0.08743866],"study_design_scores_gemma":[0.0002384555,0.006454421,0.05436499,0.00009555913,0.0002169113,0.003111872,0.0006684104,0.07048643,0.8107665,0.00052938,0.05287019,0.0001970447],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8837258,0.0004746386,0.1034849,0.0002458587,0.0001399239,0.000630711,0.001253971,0.002382467,0.007661747],"genre_scores_gemma":[0.9459979,0.000110395,0.04785286,0.00008766797,0.000009775979,0.0001783506,0.0005869558,0.0001403424,0.005035724],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003690982,"threshold_uncertainty_score":0.01234758,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007389227789394495,"score_gpt":0.260910523797285,"score_spread":0.2535212960078905,"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."}}