{"id":"W2048571729","doi":"10.1118/1.4894981","title":"Sci—Thur PM: Planning & Delivery ‐ 01: Software for plan quality control","year":2014,"lang":"en","type":"article","venue":"Medical Physics","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Regional Municipality of Durham; Ottawa Hospital","funders":"","keywords":"Tomotherapy; Software; Computer science; Consistency (knowledge bases); Plan (archaeology); Software engineering; Process (computing); Quality assurance; Medical physics; Radiation treatment planning; Database; Operating system; Medicine; Operations management; Radiation therapy; Engineering; Artificial intelligence","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":[0.003625499,0.002105349,0.001028165,0.003127119,0.0007814293,0.003126762,0.002858799,0.001166124,0.2443822],"category_scores_gemma":[0.01590706,0.001851846,0.001392119,0.002131038,0.001060717,0.002421744,0.002727612,0.002426607,0.1380213],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001484277,"about_ca_system_score_gemma":0.002108222,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004678755,"about_ca_topic_score_gemma":0.003738861,"domain_scores_codex":[0.9981236,0.0002868916,0.0003031212,0.0003356385,0.0008304336,0.0001202413],"domain_scores_gemma":[0.9913843,0.003703797,0.0005157106,0.001718298,0.002363984,0.0003138571],"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":[0.0003052347,0.0001060942,0.001182376,0.001027088,0.0001394182,0.0001831289,0.0003033823,0.00421046,0.006096381,0.007833539,0.6434145,0.3351984],"study_design_scores_gemma":[0.0005618355,0.0001454683,0.00549823,0.000460168,0.0001001972,0.000543726,0.00008666981,0.09649745,0.03414605,0.02185286,0.8398774,0.0002298262],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.001149478,0.0001945077,0.358025,0.0004555706,0.0001862651,0.0005435997,0.0140365,0.6009465,0.02446265],"genre_scores_gemma":[0.03561513,0.0008886082,0.4764677,0.001409267,0.0003727924,0.002280712,0.06103878,0.3621243,0.05980274],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.2443822,"threshold_uncertainty_score":0.8175398,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02789952352044307,"score_gpt":0.330938701399012,"score_spread":0.303039177878569,"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."}}