{"id":"W4247794542","doi":"10.1120/jacmp.2025.25353","title":"A comparison of two commercial treatment planning systems to IMRT","year":2005,"lang":"en","type":"article","venue":"Journal of Applied Clinical Medical Physics","topic":"Medical Device Sterilization and Disinfection","field":"Immunology and Microbiology","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nova Scotia Cancer Centre; Dalhousie University; University of British Columbia; BC Cancer Agency","funders":"Natural Sciences and Engineering Research Council of Canada; Varian Medical Systems","keywords":"Medical physics; Radiation treatment planning; Computer science; Medicine; Radiation therapy; Radiology","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":[0.003203534,0.0006245992,0.0003730091,0.001363745,0.0002916794,0.001426709,0.00157195,0.0005256452,0.006358793],"category_scores_gemma":[0.01364969,0.0005294931,0.0005146715,0.00194334,0.0003380009,0.0008717934,0.0007720322,0.0004500705,0.0009298531],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001664362,"about_ca_system_score_gemma":0.001127593,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005043701,"about_ca_topic_score_gemma":0.005350846,"domain_scores_codex":[0.9968451,0.0009272651,0.0001510225,0.0002999748,0.001682824,0.00009385985],"domain_scores_gemma":[0.9947346,0.003271598,0.0002455772,0.0006081044,0.001077414,0.00006268999],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.002858626,0.000212566,0.00739038,0.001121458,0.0003391862,0.0001264962,0.0007532137,0.08241947,0.02411152,0.01103012,0.01195741,0.8576795],"study_design_scores_gemma":[0.0009927093,0.003050823,0.05934129,0.0004149804,0.0007978252,0.001872458,0.0009060535,0.6652722,0.1069646,0.006343535,0.1537116,0.0003319474],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2871457,0.00695509,0.614287,0.00127084,0.0006171371,0.001235129,0.002138218,0.02181707,0.06453388],"genre_scores_gemma":[0.7479527,0.001867839,0.2394355,0.0004080733,0.00008990294,0.0004375204,0.002429145,0.00286884,0.004510469],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006358793,"threshold_uncertainty_score":0.0212723,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1027595971852499,"score_gpt":0.4644254294198531,"score_spread":0.3616658322346032,"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."}}