{"id":"W1996338945","doi":"10.1088/0031-9155/57/24/n513","title":"Beam coordinate transformations from DICOM to DOSXYZnrc","year":2012,"lang":"en","type":"article","venue":"Physics in Medicine and Biology","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Grand River Hospital","funders":"Varian Medical Systems","keywords":"DICOM; Collimator; Coordinate system; Computer science; Rotation (mathematics); Projection (relational algebra); Transformation (genetics); Orientation (vector space); Medical physics; Computational science; Computer graphics (images); Algorithm; Physics; Optics; Geometry; Computer vision; Artificial intelligence; Mathematics; Chemistry","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":[0.002046161,0.001645917,0.001129982,0.005099088,0.001044281,0.00289108,0.002037709,0.0007356381,0.04787093],"category_scores_gemma":[0.005848735,0.001088629,0.001463003,0.004901866,0.0007332001,0.002042204,0.002742771,0.002517907,0.02625455],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001658461,"about_ca_system_score_gemma":0.001768358,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003248356,"about_ca_topic_score_gemma":0.002641373,"domain_scores_codex":[0.9973167,0.0004818811,0.0004162379,0.0003674478,0.001313897,0.0001038906],"domain_scores_gemma":[0.997389,0.000252532,0.0001937337,0.0006613934,0.001455291,0.00004805711],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001818115,0.00008152502,0.001067335,0.0012369,0.0001446055,0.0003473699,0.0006891906,0.01727319,0.01651992,0.1134514,0.3546256,0.494381],"study_design_scores_gemma":[0.00005810871,0.00005898721,0.001417074,0.000123852,0.00005133311,0.0005697949,0.0001285513,0.02957675,0.02942814,0.01894188,0.9195227,0.0001227705],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.002931961,0.001137747,0.9289755,0.0006659675,0.0009384959,0.0006879534,0.01150283,0.01960679,0.03355275],"genre_scores_gemma":[0.02416603,0.002210445,0.9210222,0.0006266009,0.0002210732,0.001465561,0.02124546,0.008961927,0.02008072],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.04787093,"threshold_uncertainty_score":0.1601442,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09303902117017293,"score_gpt":0.3912980425756973,"score_spread":0.2982590214055244,"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."}}